{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   total_bill   tip     sex smoker  day    time  size\n",
      "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
      "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
      "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
      "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
      "4       24.59  3.61  Female     No  Sun  Dinner     4\n",
      "244\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns; sns.set(color_codes=True)\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "print(tips[:5])\n",
    "print(len(tips))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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96poqY38ogF96fx+adqmASne7HxOReMHXWdksbrqqwOtVWByFKoZBnaiGNNJW\nocwq9gQSKXNlFbsOdRujymnTxpvXMwVUbk4VF1DxeVQosgSfR4WmyjhzPLxrAR3IbD0LBHRcG19E\nuMWD00eaIAsLXl2GfweyuBGVg+8yohrSCOmDXdfFUiyOZMqGpOqQt7GK3XFdXB1fwvBoBJduLRTN\nk3t1BQ8cacdAXxiHuoMYvhrd8t717RBCwLEMnH0ghNP3BOH3eTikTlXBoE5EO8KyLCwsJ/DTN2cw\nu2yjpyOwpcAqhMD4bBzD2QIqRmEBFUWWcPxgKwb7Qrj3UBu0vO7/ZnKib9daC9y6uloQUbj/mqqH\nQZ2ItiV/vnz42hJeHc2sCbi1kju93ECbK6AyGsXcGpXODnUFMdAXQv/RDvi9O5eQZjMsMw1VlqBr\nClq5wI1qEIM6EW2aEALxRALxpAUXcm6+fLPFR8opoDLQl9lP3tFcfgGVneI4DlzHgq7K8OoyQs3N\nnBunmsZ3JxGVLTtfnko7gKJBVj0F8+XlFB/ZsICKV0X/0e0VUNmOuznVFTQFVPh9u98Goq1iUCeq\nQbWWWa7c/eWlio+UV0ClHYN9IfTtQAGVzchmcdN3qcIZUSUxqFPV1VoAW20325c91/lLM5iZTyHg\nU6uaWS6dNjA1a2FmPgFV0zfcXy5LUsEc+uxCCkOjEVxYo4CKBODIvkwBlfuPbK2AylY5jgPh2JkK\nZ7qCILO4UYNgUKeqq/XUqLvZvuy55pfTMFZ6s0G/tuuZ5eLxBOJJE7aQ0dnVClWzyn5tLGniwtgc\nhseiuFNDBVQsy4QCAY+uoCWow+fbfAUsolrHoE5VV+upUXezfdlj66oCw3Rg2g4AbVcyy7mui6Xl\nOFKGA0dScGFsCdPzSRw7mMC9B1rWHZ0wLQdv3ZzH8GgUY5NLWF3Qucm/UkCld+cKqGxECAE7WxxF\nl9Ee9EPXdy8ZDVE1MKhT1e1WatTVw+gfeeJ4TbUv/1xBf2aYu6vdh0dOdlU0s5xpGliKpWFYDpSV\n+fI3Ls/i5bdnAAATkTgSCbNoa5rrCly7s4Shq1G8fXMepu0WPF7pAiprcRwbcGxomgIfi6PQHsSg\nTlW3W6lRVw+jNzV5MXC0vWbaV+pclZq/Ly55ene+vNTWtPwCKhfGooilCoflZQnoPdCKgb4Q7run\nsgVUsizLhCIJeLTssHpzxc9JVKuqGtRd18XHPvYxdHV14Wtf+1o1m0JVtFupUVcPm9+cXi4rqO9m\n6tZKn0s+nkxUAAAgAElEQVQIgaXlGBJpG5C1kiVPV29Na/breHF4smQBlf3hAAZ6Q+g/1lHxfOuu\n68K1TagrVc46mgLQtOokoyGqNVUN6t/4xjdw7NgxxOPFSSeIStnqavTVw+iHu5uLjvWuU9346cXp\nml2Jv1WO42AplkAy7UDRdCgblDw9c28Ylu3i7ZvziKdtfO+V20UFVFqDOgb6whjoDaGzzVe5xiOz\nd1wSmZSsQa8Kv5/D6kRrqVpQn56exosvvohf//Vfx9/+7d9WqxlUh7a6Gn310Pb7HjqE//XDqwXH\nujq+iImVFdu1uBJ/s0zTxFIsBcNyoOpeqBtsG7MdF6Pjixgai+JyiQIqp452YKAvhHu6myp2w+M4\nDlzbgqbJ8KjcO05UrqoF9S996Ut4+umnEYux+MFWrdVjraW2bPYDP3uM8UgcqbQNn0fFwc5g0bHy\nh9GFEDh/aQYTkQT2h/yAJGGyRBtWD23LsoSJSAJCCCRSNkzbQSxhIujXcquzN7vSfSf3tG/mWK4Q\n+PGFO3jl8iwAYOBYKx443ArbBVTNUzBfvlq2gMrQaBQXSxRQufdQK073hnBiVQGVnSKEgG2bUCVU\nLZNbredLICpHVYL6Cy+8gFAohJMnT+L8+fPVaEJDWKvH+uT7q7NIaCf2cmePEU9aiCVNNPl1jE4u\nFR0rfxg9kbIz/6VtvHE1AiCzr7vcNhwIB/DG1QhiyUxiFFcVkFJSbvX5Zle67+Se9s0c69zIFJ77\nyS0sLMUA4WJiZglpS1q3mMrcUhpDoxEMj0Uxv2wUPX5PVxMG+kJ49zsOwkyZaxxhe/JXqnt1BYHW\nZihK5RfWlVLr+RKIylGVoP7GG2/ghz/8IV588UUYhoFEIoGnn34aX/nKV9Z9XTjMZBH55hJmQa9p\nLpH54K3GdVqrLZttR/YYtutCkiTYrgtNlYuO9ZEnjqOpyYub08u4PRVDLGVCAmC7mS1V2XaU04aP\nPHEcQ2NzuDG1BI+moMmvo8mv41BPEw53N+N9Dx0CAPzg1du4Ob2c+16p7Vk7cR02eyzHcTAeWUAq\nlYCsaJBkGa6kYDFpor298KYknjTx2uVZnH9zCjfuLBcdq7PNh0fu78bDD/Qg3Jo3T+7bmYVopmlA\nkwGPrsDva0bAX9m5+M3Yqd8dP6fKw+tUGVUJ6p/73Ofwuc99DgDwyiuv4G/+5m82DOgAEIlwqD5f\nR0CHlbc3uCOQWXVcjeu0Vls2247sMVRZhhA2VFmGZbtrHmvgaDsGjrbjpQt3cr0rdWXhVLYdG7Uh\nHG7C3Fwcg70dWIhlSn3ajovB3o5cD21uLl5wjgtXI4jF0iV7cDtxHco9VtowsBxPwbRcNPsD0HUf\nrLQFCAFVktDq1zE/nygooHLl9iJcsUYBlWMdGOwL40A4kBnydl3Mz2emHtrbA7l/b1YuAczKSvWg\n3wdN1QAXSCZsJBO18ze9E7+7cLiJn1Nl4HUqz1ZufLhPvY7t5v7p3WhL9jVrzamXc9615tR3ou2b\nySi3k7+TtY4lhEAikUQ8ZcEWElRVh6oDZ+71QAiBketzAIBTRzvQ2uTBt168hovX52FYu1dAxbEt\nwM2sVPfWUQKYWvp7ItoqSYjVCR1rF+/sNsY74PKVe63ye+oA8MTg/l2fa81uSUulbUiqXjJIzswn\nMTwWxfBoFEuJnSmgslFPvSAdqybD5/PA69mbK9X591ceXqfysKdOe47tuvj771zG+GwcBzuD+MTP\nncgNw++U3ejBlVp5nUqlEUukYTgCmuaBskYgXk6aGBmbw9BoBFNzyaLHu9p8GOwLo7+3Y8cKqOTv\nG6+n3jhRo2NQp6rbzlaiv//OZby6so0rm8r01/7bfTvavt3IKJe/8vrK+DwSiQT6ezsASYWs6NBW\nxUvDcvD2OgVUmrMFVPpC6OnYfq761b3x1lbvnu2NE9UyBnWquu1sJRqfja/7db2YiCRgWwYcx4UQ\nwPiciYET3oLnOK7AtcklDI9G8dbN+YJFXQCgazIeONKOgd4wju5r3nYBlezcuAodQY+oam+ce8iJ\nysOgTlW3ndKmBzuDBcVHDnYGd6xdu0EIgeVYDAHNgSNkyGpm61i2dy2EwJ25JIZHIxgZmytZQGWw\nL4STh9ugr5XIfRNtsfJ64/6WTG88HG5CBNWd/+QecqLyMKhT1W2ntOknfu4EABTMqdeq/N5md6uO\n+w434+W3ZjG7bKO73Y93PbAPM/NJdLf7cWRfM14YmsTwWOkCKoN9IZw6ur0CKq5jQzh2zc+N72ZN\ne6J6xqBOVbedhWiqLO/4HHqlnBuZwvfOX4PrOhiBgrdutWB6JWDfmonjzPEQutr9GBqN4Fs/ul70\n+lwBlb4QOlu3lrRldTpWf5MOn7f2S5XuX8n8Z9oOdFXB/grWtCeqZwzqVHVrLUTL79XuD/khgNyC\nuIdPduGxlcBfzjxrufOxrhD48cgUXrk0kznPiU482t9Tsmpbucd1HAfLsQTevj4NARWymulZT80l\nAQlImw5Sho3/+OmtogVvO1FAJX/fuKcG0rFuyeoLUz87cauO6xH2FgZ12pTd+oDIn0N942oEadPO\nLQybmU8he8Zy5lnLnY89NzKF587dzOWBn5lPYXRiqWTVth9fuIPnfnIr13sUQuDxgf2546VSacSS\nBkzbhap5sL+rHeNzMxBCwLQcGJaDeMrGatkCKgN9YZw41ApV2fxwuG0ZUKSVdKwt9b9SfTKaXMnH\nr+W+pvJwPcLewqBOm7JbHxD5c6am7cC03VwgN21nzTnVUvOs5c7HTkQSMO27mddM28H4bBySvHaF\nuFcuz+ZuAAzTwSuXZ/FYfw+WYnGkDAeQFMiKhpW1bzjU3YS3b87j5nQMabMwwxsAHOoKYrAvjFNH\nO+D3bu5P03VdOJYJXZPh1RUEW+qwN76O7ay72Ou4HmFvYVDfo7ba4670B0S2XZPROOJJCwGfCl1V\n4Loi11PXVSX3oV7OB325AeFAOABdVWCsBFxdVXCwM5jrqa/3Wsc2kU4lcWd2EYrmgaxm/rQSaQsj\n1+YwPBpdc7udokjwe1T0HWjBz7+nt+R1Wc0VAq9dmsZUZAkHQkG8e3AfmjradrVU6W5iCtet4w3R\n3sKgvkdttcdd6Q+I/HYBQNCn4YnB/UVz6vkf6ht90JcTEFwhIIRAZ7sPuiajNejBIyfXnlPPevDe\nMCanF2DYNrw+Hafv3Q9V964UUJnH0NUoro4XF1AJeFV0t/uxtFIVTJIkHO4ub7GabVmQ4WJ4NIJX\nL81C1TyYXlpCc3MQ7z5dX9v5NmM3EgA1Kt4Q7S0M6nvUVnvclf6AyG9H0K9hfyiYm6f+mbz56qxy\nPujLCQjnRqbw/PAdAJlV4e+8ryv3mtWvTRsG4ok0jnb78cRDRzCzkEJXmw9t6xRQkSVgXyiA9545\ngOMHWyBJEt64EsH0yha2M/eGS7bNMtNQV/aOt7d5oesevHgxClW7O0/OIVUqhTdEewuD+h611R53\npT8gNmpXpRbqbXSTI4RALB5HImXBEQpUTYPu0XCoy8XcsoEfvjG5ZgGVUGum5+7VVbgCSKSsXEW0\nB090rtkWx3HgOhb0lXKloVAzVLXwT5VDqkS0Fgb1ParSPe7NBt/s88cjcRwIBUqWXV09bSCEgCRJ\n2w7ypYKkaRpYjhtImw4UTYekepFMmrhw6Q6GR6PrFlA53duBl0amcHP6bja2/Ox3+SzLhAIBXVMQ\n9CsI+NefH+eQKhGthUF9j6p0j3uzc/ar59JLlTdd3YN+5fIsEmm77PPkc12Bly7cyeyFDwfw3oF9\nmIwmsT/kx+ljzZiOLMByJWiaDkeScHE0iqHRKK7dKS6gIssSfB4Vfo+Ks6d6cr3w7nZ/QVDvbvcD\nWFUgRZfRHvRD18vPDMchVSJaC4M6VcRGw9mre/Ljkfi6z89a3aPe6LxrnXN8No6UYSNhOBifiSHg\nU3F1YhGPn+rC//aOLqQNG/E0ICQdN6aXMDx6e50CKh1ImzYWYkauZ53fG8/OlU/PJ9HZ6sHpI02Q\nhQVfDadk3S4mOyGqHgZ1qoiN5nxX9+QPhAJFr1/L6mFnAeD5vB7+enPL2XPGkxZiSROKIsNxXNiW\nCZ9HxtXxeZw43IHppTSGR6dx4doc4msUUOk70IqBvAIqr12exctvz+Sek+2NA5mtbmd6W+DR2uH3\n6vD5Ciuvbddu1JPfrI1GaRj0iSqHQZ0qYqM539U9ap9HxROD+3PPf9ep7tzQeP4HvyxJONvfU5BC\n9r2D+zFZxtxy9pym7UAIF7aZKXVqyV54JA2xtMCf/r8jiCwWF1A5EA5goC+M/mMdCPq0gsdW98b7\njzRDck14NBkdTUFomlZ0vJ1S6XryrhD4r/O3cOn6XNkBeKNRGmY4I6ocBnXallK9ro3mfFf35A92\nBgue/9KFOyU/+FcHhScG9+OX3t+3YVsPhAO4dCsKOAYc20ZTUwCm6cIFMLuQKqqG1tbkwUBvCAN9\nIYTXKaDi5vXGvR4Vfp9v15LAVLqe/LmRKbx0cQqW7ZYdgDcapWGGM6LKYVCnbSmV/3z1/LXXoyCV\ntrGQMCEJoKXJA7+uYDFhojWoQyBzg5DtBU5EEhBCIJGyYdoOXn57GgLAZCSByWi84LH/75XbePnt\naUiShIfuDUOS5aKe+w9evYmX35pEImnD7/dD0VwsJcw1C6h0t/th2g68uoLWoI6OlsIh82xKVk2T\n4dVk+JuCOP92JO/GxofdGkwup558qRuvcobBtxKANxqlqdXteGtdD6C8okHlHItTDLQbGNRpW9bK\nf/74wP6i+WtNlYvynXt1BZbtwrRcPD80CQl3e4EHVkptZo99eyaO2YWbCPo1xJNWrsCL4wrEUxZm\nF1JQZAm3pmPw6iqCfg1Xbs8jHk/AtGz81xszSFsuXAEgkS76Oby6Ap9HxT2dQdycjiGRzsylzy9l\nFsAN9nVA2BY8HgVBr4pAXkrW9UYVKq2cevKlhrvLGQY/EA7gxvRywdcb2WiUpla34611PYDyigaV\ncyxOMdBuYFCnisifv87834UQAsjrrWSLtGSeoxX0As/29+D8pZncCECmqEvmeUG/BgEBWZZg2S4M\ny8kcGxIMy4HrGNBkHZYj4aeX5xFZTMOwCleuA0DvgRa4rkAybUNeKdoys5CC5WSeK1wH6bSF6cgi\nWgc64fcF1xxWL7c3W4neWzn15Eu1r5x2n+3vQVOTt2BOfbtqdTteOdej3KkCTjFQtTCo07Y8fLIL\nM/OpXPB9+GQXgLtDrNkCKboqI+0WjnXrqgzLdqGrSu41WbIk4ZGTXbk96PFVOVtOHmrDRDSBeNLK\n9NhtC7bjQFFkCNmDubiAZTtArLi0qVdT8DMD+/DR9x3Hf/7kRsHK9c4WDfFEAo5lQpIVBAJB3Hu4\nEwH/3RXtq4Pz/pC/rOHkavXeSg13lzMMLksSfvaRezBwtL3i7ay2UtdjK1MFtTrFQI2PQZ225bH+\nHkgoHkrN/r/UnHpbkwdej4K04ZTMHpc/TLs/5AckKTdX/q5T3Th34Q7GJqJYjimYXjKRMARShg1r\nVa884FXR1e6HYTnwaDJOHwvhHSvJYQaPh2BbaUQWUjjYGcTPnDmIV6/M45VLmUD/8InODbPavXdw\nf8HK/VK92Wr13koNd9fqMHi1rHc9NnuNeG2pWhjUaVtKDaXuxBBrqWOkDQPzC8uQ4CBlKbg6lS4q\noKIpMk4ebsNgXwi9B1py+dYBwHFsCMuA7Op4a2wGSUPCiSNdueHwx0/vw+PrtH11MJ6MJMpefV+N\n3lslf0eNpNT12Mo14rWlamFQp7pgmgZiCQO3Z+IYvraAkesLaxZQOba/BQN9Idx3uA1e/e7bO1uy\nVNcUtAR1+HzNGL4+j59engcAjN7JLAarZPlZ9t6IqNIY1KksrhD48YU7eCWvpvljFd6mY1kWluMp\nfP/1CVy6tYylpF0UyIFMBreBvhBO94bQEribP922DCgS4NEVtLZ64fV4Cl53Y2oZ8aSVWw+wOlVt\nKVsNzuy9EVGlMahTWc6NTOG5n9zKbTGbmU8VbEHbKa7rIp5IYCFm4uKNBfz4YgSza2R4a/ZrOL2S\nGKan425P2bIMaLIEj75xNrdkyirYjpdKFy+qWwuDMxHVKgZ1KstEJJHbngZktqHt1EIvIQQSiSRi\nKQuXbi3i4o0lvH1roaiACpDJvd7V7sc77+vCO050QpakTCBXJHg1GeGWZiiKUtZ5/T4VTX4911P3\nefjnQET1jZ9iDagS+6EPhAO57WmOK2DZLpJpqyAL3GalUmnEk2ncmE7gwvVFjFyfR2JVARUJmbKm\nEALZHXHLCRM/uTgBOCbefbpnU4E835GeFoyMRgFkevNrZWMjIqonDOoNqBL7oc/290AIge+9Oo6F\nmIGAV8N4JI5zI1ObOnbaMJBIGpieS+LCjSVcuDaHyGJxhrdsAZUHjrbjP8/fxpXxRRimAceyoHg8\n0DQ/4qaM1pbmLf9M73voEGKx9J5auMb0pUSNjUG9AW13P3SpD/7HB/ZjMposWPldzrGzgXwxZuDN\nW0u4cG0BN6djRc9ra/JgoC+Egd67BVQsy8STjx3A8JgPPxqZxnJKh6qpUBR121vCZHn35sZrJZgy\nfSlRY2NQb0DrbbkqJ7j8eGQK//7jG0gamYVjV8cX8av/x0kAQDJtYX45DV1VEPBlAqsrBH48MlWQ\nsOUd97YjnbaQSFm4MhnHyPUFXL61AGdVVjmfR8Gpox3w6iomIjHcnomh2Suj3d8Br0dFe5sPuu7B\ntek0vF4PHJEp4nIglGl7rQTLjdRKMGX60sZUL38HVHkM6g1ovS1X5QSXVy7NYClhwl0JwK9fjeD4\nwdbMMaOJXC72E+HWXG3z587dxOJSDEK4uHVnHtcmu2HYAhevzyNlFK4qV2QJJw61YfB4CMcPtmJ4\nNIofvHobi7F4phLbzCLaWgIFCWAmIglIkoSgXwOgwe/VIEvSjhVTqfSHYq0EU6YvbUy1ctNI1ceg\n3oDW23JVbnARq2qS5j8vG1h9HhXJZBJXbs4ikYgDkgrIEpIW8NLFGax2uLsJA30hnDraAZ9HhRAC\ntmVgKrKARDoNSfFAliSYTubGIj+olwpGOxUsK/2hWCvBlAlwGlOt3DRS9TGo7zHlBJeHT3Ti1nQM\nKdOBhEzu9OzzrowvwLYMuK5AQG/G5JyBhCnBEhocCGBVffJQixeDfWGc7u1Ae3OmLrllmRCOCZ8u\no7mtFScOpzF0bRnOSmnWtSqhlQpGOxUsK/2hWCvBlHvsG1Ot3DRS9TGo7zHlBJfHVj70s9njHjrR\nidPHmpEybMwvtmBqwYSAhMsTCTz38iRWTZPDo8k4c28nBvtC2B8KQJIkOI4Dx0wXzJPnt+nq+CJe\nvxoBAPg9Kh5eKbiSlQ1G2WHy//mDsVxhl41+nnJU+kORwZQqqVZuGqn6GNT3mPzgUmoeWZYkPNbf\ng4FjLUibDkzLxXJS4NZMCuNzJt66Mb9mAZX7jrRhoDeE3gOtUFbqk1uWAV2R0OLXEQw0lWzTJ37u\nBIBMVbeDnUE8WuJDab1h8u3Mi/NDkeoZbxopi0F9D1sdIC3LxGBvO9KWC8txoWkezCxYGB6NYHhs\nDsvrFFC5/3A7PHomAYzjOHCtTLnVUEcTVHXjt9lPL05jIpqAJEuYiCbw04vTa35IrTdMvp15cX4o\nElEjYFDfwyYiicz8uOPCFQJjE0u472gnltMmRsbmMTQaxfR8suh1PR1+DPSG0L9GARVNBlp8OoLB\ntpLnzfaos7XWfV4Vd6LlzWmvN0y+nXlxbgkiokbAoL7HCCGQSCaRNmz4VQeOkCGrGuC6mFow8H//\n4xtrVkKTZQm9+5vxvz9yD7rb/bnvu64LYZvw6Ara2wLQ9UyQXy9IZnvU8WSmoEqT/+6NQWZlfek5\n7fWGybczL77d1e+8KSCiWsCgvgc4jpMJ5KYLw3IgKxoURcOZ+w8gEndxdXwRc8tprNrFBkWWoGsK\n/B4VuiYj1OLLBXTLMqFJAk1+DcFAW9GK9fWCZLYHnS0QY9oO2po8CPo07A8F153TXm+YfDvz4ttd\n/c59wkRUC6oS1Kenp/H0009jbm4OsizjF37hF/Arv/Ir1WhKw0ql0kimTZiWA9sVUDUPJEmBqqmY\njCYwNBrFyLW5ogIqAODRFNzTHcTJQ2149Uok9/3OVi8cM73SKy9cwb5aflCMJy384PUJAJnAm+1R\nZwvE6KoCSZLwyMmubQXC7cyLb3f1O/cJE1EtqEpQVxQFX/jCF3Dy5EkkEgk8+eSTOHv2LI4dO1aN\n5jQE27aRTKVgCxvTMzFIigJFUSGpKjQAC7E0hkfnMDQaQXSpuIBKW5MHrivg9ahQZAkPHOnAmXvD\nUBQZkzNL2N/hxbtPh9EcDK65j3y1bJDMDrEDyPVksz3o/Dn1g+FgVVecb3f1e73sE+Y0AVFjq0pQ\nD4fDCIfDAIBAIIBjx45hdnaWQX2T8nvjjgBUzQOvpEFd6UGnDBsXr89haDSKW+sUUBnsDaG9xYs3\nrkQwPZ9Ed7sfg8dDsC0DsmvC79PQ0tKEpjIDOnA3SGZ76AFfJoPc+UszuYDy8ff1Zla9V6FX6wqB\n/zp/C5euz+WC23ZGCTZzU1DNwMppAqLGVvU59YmJCVy+fBn9/f3VbkpVlPMBn1stPhNDR7OC070h\nOLYLKGquN66uPO9Hb4zjtUszK71gp+h8qiLhYDiIg11NsGwHbUEP2lu8kCUJZ+4N49W3p3BndgGK\nZGEyauLijXloioRzb87i//nPK1AVGS0BDR3NPrzjZBjXxpcwHknAo8m4p7sJB8JBjE0s5fabv3dw\nH164MAUgMwyfSNlIpG1cnVjEldsLuHBtDoblQAjgf710HR0tXtzT3YRDnU0lg91Wg2L+65JpC9ML\nSdiO2HZwK7c92eedvzSDmfkUAj4Vb1yN4PylGTxysmtbwb3cNmx2miD/5md/OAAIgclokr18ohpV\n1aCeSCTw1FNP4ZlnnkEgUJvDlZW2Uc/JNE388LVb+NGFOxCQIKs6LFfFg3kZ14QQuDUTw3+9Oo5b\n07GiDG8AoCkSNFVBS1DHQszAQsyA36fh1kymiIpjpfHm9Sjmlm20tgQweieCRNqC6wrEbTeX/dV2\nHKRNB9ElA9fuLMF2Mo+4rsDUXBLADNKmA0WWMD2fhAvgQCiA8dk4dE2Grsq5Nl24Nodk2s4deyFu\nYjFuYmouibHJ5aJrUe41K+dazy+n4fOo8HkyfwLbGS0otz3Z580vp2GYDtKmDct2YdoOEmm77J9j\nO23Y7DTBuZEpvHRxCpbt4o2VjH9Bv8ZePlGNqlpQt20bTz31FD784Q/j/e9/f1mvCYfXzkhWz+YS\nJrS8QBeNG/D5ZCTTFgzThi0kjNyOI25lAmJAkbCYNNHeHsD0XAKvvDWNV96aXnOePEtVAM9K8NJU\nGbGVZe6KJCBcC5duzMJ0JMwlgLQtIWXYsF0XkpTJw77GPQIAwHIEcv00CbAcN/dYdph+bGIJLUEd\nuq4gnXCQMh00r+xtlyQpk8Em/wQrx9FUGXMJc83f+eprVup5673O51FhWHfbcvJox5bfX+W2J/s8\nn0eFuZLgR5Ik+Dzquj/vTrbhI08cR1OTFzenl3G4uxnve+gQZLl0b3tuZXujpsqwXTf37/XOsdfx\nmpSH16kyqhbUn3nmGfT29uITn/hE2a+JRIrnhetdR0BHOm3AcWwIISDbQYzdXoKiZLKzvXZ5FtOR\nBAzDhmEAtu0iupDC//n1lzG5Ru9SVTIf0NkeNABoigJVuvt9WTgQjg3HATTdC1lR4Vg2VFmGEDZS\nhg1dVaDoEiRJgmU7JXv/ufOITKpYILOFLlvlTVUkWHYmGHh1pWDb2pXbCzh/aRbOynOlvONYtouO\ngL7m77wjoOeOmf26nPdG/ut8HhWnjoUgI9Nb7T/StuX3V7ntyT7P51HhOAK6JsO0XHh1Zd2fdyfb\nAAADR9sxcLQdADA3F9/wuABg2S5UWc79e6Nz7FXhcBOvSRl4ncqzlRufqgT1119/Hc899xyOHz+O\nj3zkI5AkCb/927+Nxx9/vBrN2XV3E8A4ONrlxTv6QojEbHS3+3Hm3nDBPOX0fBJerwrTdmBYLpaT\nFkauzRUcL+jT0H+sA/29HRgejeLm1DJMy4GmyvBoCvaHA+juCMIx04gupXC4Pwzd48XkyvyrEALP\nD99BwJd5O3S1+/Dwya7c/GlPuxfn3soscJOATc2p9+5vzs2pr9629q5T3ZAkCbdmYjAtBx5NgUdX\nCubU17LVleqrX/eRJ45vGNS2ctxy2/2uU925hYLbzTdfqdz1Z/t70NTkLTmnTkS1RRKrC2fXsHq+\nszNNE4lUGoblwrJcKJoOWZZLPt91Ba5PLeP7r41jfDZelBgmW0BlsC+MY/tboMgSXrs8i9euzOZ6\nz++8rwtnjocgbBNej4rmoA+aphWfK2+R1f6QH5CkXMDf7mKoWt5Cxd5CeXidysdrVR5ep/LUTU99\nLxBCIJFIIm3aMC0XDiRomg7IgFY6Zwum5hIYHo3iwrXiAioAcGx/M870hXFfXgGVrPw87Y5jYWp2\nAc39YQTyMr6VCrLZ3vNLF+7s6JanShRKqeUbBSKiamJQ30Gr07Eqqg5Z1iBrQOk+ObAUN3Dh2hyG\n1yug0hfC6WOh3MKufK4QK3vME1hajsNxXLiQIavt8Af8BXvLN1olXQ+Z0bjXmohobQzq22SaJhLJ\nlWF1V0BVdUiSAk0vHubOlzZtvHVjHsNjUVyfXC5aYd4S0HG6N4SBvlBBAZW1vHZpGj+9OAFZluBA\ngQ0FrptJ9DKzkMTTv3wmt8hpo6C90ZanWugl18ONBxFRNTCob5IQAslUCmnDhmE6d4fVFUBT1n+t\n47oYnVjC8GgUl24uFGwBAzI51x842o6BvhCO9DRvGCxt24IKF/OLSXh9mcCvWAbSpgVnZV79+lQM\nfwuQwzUAABHwSURBVP+dy/i1/3YfgOKgvT/kx0sX7hQs3gJKL7jaai95J28G6iUlKxHRbmNQL4Np\nGkikjExv3HZXqpypkDV13WF1IHMTMBnJFlCJ5pKMZMmShOMHWzHQF8LJe9oK9hqXYplpeNRM1TSv\nx4NjB1O4Fc0EWo+mIJ7MFGkRmQZg5NocXrpwB2f7e4pWSQtgU0F6fDaOeNKCaWcKsYzPlrd6fCeH\nzCu10puIqN4xqK8hf8uZaTlwIUPVMhPjWvGU9prml9MYHotieDS6ZmKYg51BDPSFcOpoB4K+9Yfq\nAcB1bMB14PMoCIdbcvvYgUyQEwBeuTSD1iYPhOsiumzk9n27QuQC6rtP7ysIpv/0/dGC82w0lJ0y\n7FyBFsN0kDLsdZ+/+rjZG4Lzl2a23FuvxOI7IqJGwKC+wnEcxBMJpE0X5iZ741kpw8bItTkMj61d\nQKV9pYDKQF8IoRZfWce0LAMeRUJL0Aufz7vmc2RJggQgkbah2S78Xg3Hgh7MzKfgCoFQS+Z1awXs\nzQ5l+7wqmvx6rqfu85b3FjoQDuCNq5HcDcHMfArnRqYYnImIdtCeDuppw0AiaeRqjmu6d1O9cQCw\nHRdXbi9iaDSCK7cX4axKvebzqOg/1oHBvhAOdpZX5UwIAdtMY+RaFG/eWoaiqHj4RCceO72vZM+2\nIGBLEo70tOCx/n349x/fwMxCCgCwLxTAj4YnMRlN5vajT0TiOBAKYD6WzqSEFQK26xYlRcme92A4\niNGJJQBa7utynO3vwflLMzBtB5oiQ0AU1Fjf6cV2tbCgrxIa9eciop2xp4J6/t5xw3QAWYGiarma\n4+VyhcCt6RiGR6O4eH0OabOwGpqqSDhxqA0DfSEcP9gKVVknyczKdrSpuQRSKQMeHbinqwk+rw8v\njMwV9GylVcPOq6uO5ctmijMsB6btQgIwMhbF1duLCPq1guIc2Tn4oF/D88N3MDqxhIlo5iZh9fz3\nVuez5ZVscom0nauxLkEqmBbYSY267a1Rfy4i2hkNH9RXD6tn944rG2w5W8vsYiqTGGYsioWYUfT4\nkZ4mDPaFcf+R9lz1r428cSWCcxduI2lYSKYdtDYHMb3oIOCNw7Tv3iyYtlM0fJ7/AS+EwMFwEB3t\nfnQEdJzt78H//MEYZFmCulKww7JdyLIDQMs7duG/gcxiOCmvyEf+ebczn726xnrQrxUdf6c06ra3\nRv25iGhnNGRQTxsGkikDhpkZVlc1DyRZ3dSwelY8ZWHkWhRDo9E1C6iEW30YXJknbw2ukypuFdd1\nIWwTs9FFeDweJC0JiuqsBNhMsNNVJTOisPLv1fPd+R/okiTB79Xw3z98Kpd+8UA4UHAMTZWhq0ru\neFn5/wYyi/iyPfXscXZC/g1B9mZkJ4+/euRCCJGb7miUbW/czkdE62mIoL5Tw+pZpu3g0s0FDI1G\nMTaxWFShLOjTcPpYBwaOh7Gvw1/WPHmWY1uQ4aLZryMQaEPfPWmMz0/mgm82wD58sgtAZkU7ADx8\norNoqPtAOIAr4wtIpGyYtoPkSv3zrLP9PRBC4JXLswCAB090QgYK5tQnI4miQh07WWhkLZXakpY/\ncgFk5vv9Xq2htr1xOx8RraduC7rYto14IgnDcmGWUSBlI9kCKsOjEbx5Yx6mVZgYRlNl3H84kxgm\nW0BlM2zLgK5IaAoUrmLP9i7HZ+NIGTZ8XhUHw8GyFkC5QuBv/+MSRq7PQVcVBP0aPvz4sVxZzb3m\nn74/WtCLPX6gFb/0/r6Sz2dRifLwOpWP16o8vE7laeiCLkIIJJMppAwLhpWp761qng0LpGwkV0Bl\nLIrlZOFiM0kCeve3YKA3hPuOtMOzUcq4NdhmGh5NQXtbALpePP6/3hz1Riud5ZUh9/bmzE2CEAI/\nGp4oWSaz0VdJc2iaiPa6ugnqU7NzWEjYmb3javl7x9eyFDdwYSyzn7xUAZXBvjD6ezvQ7N/8RHx2\nvtzvVdHZ2brlEYRyVjrnB7JEykbaTGBh2ShY3b5XVklzaJqI9rq6CeqSpBRkUduscgqoDPSFMNAb\nQtcGBVRKcR0bkrAR9Olo6mjb1Fz7WspZ6ZwfyCajcRi2C9t2i1a074VV0sw0V/u4z56osuomqG9F\nuQVUBvtCOFxGAZVSbMuAJgOtQS/8vuadaDqA8oaTV9dCf+niFIDiFe0ciqZawH32RJXVcEFdCIGJ\nSGae/P9v7/5jqq77Po4/z+GAwDlIwAHkpm67hYtLWtjltSb9WHkn3NXWwoDcXJkt21x/GIWUAY5+\nTlqrOTfZPcLRps2sZEERtTZpyMrEgbvybqYzbu5MSkC4SFKEczjn/oPgEjlHzwHxnPP19fhLvhz4\nfnzvjNfen8/3fD6XO0BlaYadxf/u2wEq3u7jdIwQFeF9vXy2/J1OvntJCjExkV7X1GdCnZVcTfqc\nvcjcMkyo+3qAypK0BKyRM/mg27ixsTFwObBGWpgfN/P1cl/4O51sNpn4r+yFV/Xpd3VWcjXpYUaR\nuRXSoX7+goP/+d8B/nHiDD/3eDhAZf48/pZuZ+lfEkmInX4YysQWracHzrMgPpq//zXRaxfqdDiw\nmFzERkdgs3kOTX+62mDvgCfG19xxinMXnFijLJhMpmvWWQV7fWRm9DCjyNwKuVB3OF0cP/lP/vHT\nGY8HqETPs5Dl4wEqh4/3cfDo+OYu//fnqWq3L06a8hqnY5SIMMbPLo+8/Gfn/Olqg70DnhjfuQv/\nOmrVFh1+zTqrYK+PzIweZhSZWyET6id++Z2Ww795P0BlYRxL0+385QoHqFzs0o+zTXx98Xp5QryV\n8HDfpuv9WS8M9rXFifFM7M9ujbSwYmnqNeusgr0+IiLBKGRC/e0Pvp92bSYHqFxsQXz0ZIcOkHTD\nPFyOEaIiw4idwXq5P+uFwb62ePH4bNHhrFiaek07rGCvj4hIMAqZUJ+QFDd+gMpt6f4doOLJ3/+a\nCEB331lS4iL4z78lM9/m2/ngnvizXhjsa4uBHl+g7y8iEopCZu/3/957mLR/u4EUPw9QuRxv+7GH\nMu2p7DvVyjeqk+9UK9+oTr4x9N7v+cv/gzP/HJ3175m6Xm7zeb1cREQk2IVMqM+Wy+WCMceM18tF\nRESCneFDfcp+7LYbrtrUvYiISLAxbKg7HaOEm91XfT92ERGRYGW4UHeMXiAy3ExcXBTzImb3dLyI\niEgoMUSou91uxkZHiJwXRmJi7KyOaBUREQlVIR3qrjEnuJ3YosKJiZ/9+eUiIiKhLCRD3fHnenms\ndR7WaK2Xi4iIQAiFutvtxjl6gciIMK2Xi4iIeBAyoR5rm4fZbdZ6uYiIiBchswOL1WpVoIuIiFxG\nyIS6iIiIXJ5CXURExCAU6iIiIgahUBcRETEIhbqIiIhBKNRFREQMImCh3trayoMPPsgDDzxATU1N\noIYhIiJiGAEJdZfLxRtvvEFtbS2ff/45TU1NdHZ2BmIoIiIihhGQUD9y5AgLFy4kNTWV8PBwHnro\nIZqbmwMxFBEREcMISKj39PSQkpIy+XVycjK9vb2BGIqIiIhh6EE5ERERgwjIgS7Jycn8+uuvk1/3\n9PSQlJR0xZ9LTIyZy2EZhurkO9XKN6qT71Qr36hOcyMgnXpWVhYnT56ku7ub0dFRmpqayMnJCcRQ\nREREDCMgnXpYWBgVFRWsW7cOt9vNo48+SlpaWiCGIiIiYhgmt9vtDvQgREREZPb0oJyIiIhBKNRF\nREQMQqEuIiJiEAF5UM4fra2tVFZW4na7KSwsZP369YEeUtAoLy+npaWFhIQEGhsbAfj9998pLi6m\nu7ubG2+8kW3bthETc31/dOT06dNs2rSJ/v5+zGYzq1atYu3ataqVB6Ojozz++OM4HA4cDgc5OTls\n3LhRtfLC5XJRWFhIcnIy1dXVqpMHK1aswGazYTabsVgs1NXVqU5eDA0NsXnzZk6cOIHZbKayspKb\nb77Zr1oFdaeuPeIvr6CggNra2inXampquPPOO/nqq6/Izs7m3XffDdDogkdYWBhlZWU0NTXx4Ycf\nsnv3bjo7O1UrDyIiIti1axcNDQ189tlnHDx4kI6ODtXKi127dk355I7qNJ3JZOL999+noaGBuro6\nQHXyZsuWLSxfvpwvv/ySTz/9lEWLFvldq6AOde0Rf3m333478+fPn3KtubmZ/Px8APLz89m3b18g\nhhZUEhMTyczMBMBqtZKWlkZPT49q5UVUVBQw3rW7XC5iY2NVKw9Onz7N/v37WbVq1eQ11Wk6t9uN\ny+Wack11mu6PP/6gvb2dwsJCACwWCzExMX7XKqhDXXvE+29gYAC73Q6Mh9nAwECARxRcTp06xbFj\nx7jtttvo7+9XrTxwuVw88sgj3H333Sxbtoz09HTVyoPKyko2bdqEyWSavKY6TWcymVi3bh2FhYXs\n3bsXUJ08OXXqFHFxcZSVlZGfn09FRQXDw8N+1yqoQ11m7+I/ONe7c+fOUVRURHl5OVardVptVKtx\nZrOZhoYGWltb6ejooK2tTbW6REtLC3a7nczMTC631cf1XieAPXv2UF9fz44dO9i9ezft7e16P3ng\ndDo5evQojz32GPX19URFRVFTU+N3rYI61Ge6R/z1LCEhgTNnzgDQ19dHfHx8gEcUHJxOJ0VFRaxc\nuZLc3FxAtboSm83Gvffeyw8//KBaXeLw4cN8/fXX5OTkUFJSQltbGy+++CJ2u111usTE3+z4+Hhy\nc3M5cuSI3k8eLFiwgAULFpCVlQXA/fffz9GjR/2uVVCHuvaIv7JLu4QVK1bwySefAFBfX696/am8\nvJz09HSefPLJyWuq1XQDAwMMDQ0BcOHCBQ4cOMAtt9yiWl1i48aNtLS00NzczNatW8nOzubtt9/m\nvvvuU50uMjw8zLlz5wA4f/4833zzDRkZGXo/eWC320lJSaGrqwuAgwcPkp6e7netgn6b2NbWVrZs\n2TK5R7w+0vYvEx3C4OAgdrudZ599ltzcXJ577jl+++03UlNT2bZt27SH6a43HR0drFmzhoyMDEwm\nEyaTieLiYpYsWcLzzz+vWl3k+PHjlJaWTj7ctHLlSp5++mkGBwdVKy8OHTrEe++9R3V1tep0iV9+\n+YUNGzZgMpkYGxvj4YcfZv369aqTF8eOHWPz5s04nU5uuukm3nzzTcbGxvyqVdCHuoiIiPgmqKff\nRURExHcKdREREYNQqIuIiBiEQl1ERMQgFOoiIiIGoVAXERExCIW6iIiIQSjURQyiqqoKp9N5xdft\n3LnT5wM0nnjiCfbv3+/1+93d3dxxxx0ev9fb2ztlB7/FixczPDwMjO/m99NPP/k0BhHxnUJdxCCq\nqqpwOBxXfJ0/oe4LbwdMJCUlsXPnziu+TkSuHoW6iAG8/vrrmEwmVq9eTX5+Pv39/WzYsIG8vDzy\n8vJoaGgAoLq6mt7eXoqKisjPz6ezs5PvvvuO1atXU1BQQF5eHl988YVf93a73bz11luT92pvbwem\nd/HavFJk7lkCPQARmb2XX36ZDz74gI8++ojIyEiKi4vJyMigqqqKvr4+CgoKuPXWW3nmmWf4+OOP\n2b59O2lpacB4R71nzx5MJhP9/f0UFBRwzz33EBMT49O9BwcHyczM5KWXXuLQoUOUlJSwb98+QN25\nyLWmUBcxkIlu+MCBA5SWlgKQmJjI8uXLaWtrIz09fcrrAPr7+ykrK+Pnn38mLCyMs2fP0tXVxZIl\nS3y6Z0REBHl5eQAsW7aMyMhIurq6sFqtV/O/JiI+0PS7iIFMdMb+dMivvvoq2dnZNDY20tDQQFJS\nEiMjI3M1RBGZQwp1EYOw2WycPXsWgLvuuou9e/cC0NfXR2tr6+T6dkxMzOSZ6QBDQ0OkpqYC8O23\n33Ly5Em/7js6OkpjYyMA7e3tjIyMsGjRIkDr6CLXmqbfRQziqaeeYu3atURFRVFbW0tFRcXktPgL\nL7wwuYa+Zs0aSktLiY6O5p133qGkpITXXnuN7du3k5WVxeLFiyd/py8df1xcHD/++CM7duwAYOvW\nrVgslmk/7+3fInL16Dx1ERERg9D0u4iIiEFo+l1EruiVV17h+++/n5w2d7vdWCwW6urqAjwyEbmY\npt9FREQMQtPvIiIiBqFQFxERMQiFuoiIiEEo1EVERAxCoS4iImIQ/w8FrK0PNkmWugAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b9e71c450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3b9c092990>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uo6fH58KtwSnpvh+d0eO5O87X3eN91fm1t/7gZN3w8P9To9sbcP5jhwzudVuW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\nI3wCAAAAAAxH+AQAAAAAGO7/A1N8SYA7F3a6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b9c092310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "g = sns.FacetGrid(tips, hue=\"sex\", size=6, aspect=2)\n",
    "g.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3b8df68a10>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0adMmjR49WtXV1WE31XqrVq3S4MGDEz/Tx9564YUXNH78eL3zzjv661//qkGD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\nAAAsQWgDAGCJ/wcK5OLWcJpdCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b9c109510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "x = np.arange(0,1,0.01)\n",
    "y = 3*x*x - 2*x + 8\n",
    "y = y + random.sample(np.arange(-0.2,0.2,0.4/len(y)), len(y))\n",
    "plt.plot(y, marker='o', linestyle='None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fW5Z3Pj0WcGy8+k/35sCsvVJAtBDWcTTdi+1EF6xQL2Shnjf2Qt7S3iO7LU05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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b9e6fb1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x, y, ci=None, truncate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2jt5IwhUbU9w/gLGyoQvfXa7Bzv2X0dxxbwBZWnI4nnt8CmIjArDrWOmIn0Hk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b8deae450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x, y, order=2, ci=None, truncate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Xc6ZO8nfxPMaVEzY55umR/L6YGSBlQKNpwIzCM7U4cPwGjH0DtufDQlSIjQpB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b8deca310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.regplot(x, y, order=12, ci=None, truncate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     total_bill   tip     sex smoker  day    time  size\n",
      "168       10.59  1.61  Female    Yes  Sat  Dinner     2\n",
      "7         26.88  3.12    Male     No  Sun  Dinner     4\n",
      "182       45.35  3.50    Male    Yes  Sun  Dinner     3\n",
      "6          8.77  2.00    Male     No  Sun  Dinner     2\n",
      "167       31.71  4.50    Male     No  Sun  Dinner     4\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import pandas as pd\n",
    "import seaborn as sns;\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "tips = tips.sample(frac=1.0)\n",
    "trainsize = int(len(tips) * 0.8)\n",
    "df_train = tips[:trainsize]\n",
    "print(df_train[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Using temporary folder as model directory: /tmp/tmp7RNyVa\n",
      "WARNING:tensorflow:Setting feature info to TensorSignature(dtype=tf.float32, shape=TensorShape([Dimension(None), Dimension(2)]), is_sparse=False)\n",
      "WARNING:tensorflow:Setting targets info to TensorSignature(dtype=tf.float64, shape=TensorShape([Dimension(None)]), is_sparse=False)\n",
      "INFO:tensorflow:Transforming feature_column _RealValuedColumn(column_name='', dimension=2, default_value=None, dtype=tf.float32)\n",
      "INFO:tensorflow:Create CheckpointSaver\n",
      "INFO:tensorflow:Step 1: loss = 9.86896\n",
      "INFO:tensorflow:Step 101: loss = 0.828678\n",
      "INFO:tensorflow:Step 201: loss = 0.826893\n",
      "INFO:tensorflow:Saving checkpoints for 300 into /tmp/tmp7RNyVa/model.ckpt.\n",
      "INFO:tensorflow:Step 301: loss = 0.806317\n",
      "INFO:tensorflow:Step 401: loss = 0.788582\n",
      "INFO:tensorflow:Step 501: loss = 0.776667\n",
      "INFO:tensorflow:Saving checkpoints for 600 into /tmp/tmp7RNyVa/model.ckpt.\n",
      "INFO:tensorflow:Step 601: loss = 0.769561\n",
      "INFO:tensorflow:Step 701: loss = 0.765598\n",
      "INFO:tensorflow:Step 801: loss = 0.763524\n",
      "INFO:tensorflow:Saving checkpoints for 900 into /tmp/tmp7RNyVa/model.ckpt.\n",
      "INFO:tensorflow:Step 901: loss = 0.762461\n",
      "INFO:tensorflow:Saving checkpoints for 1000 into /tmp/tmp7RNyVa/model.ckpt.\n",
      "INFO:tensorflow:Loss for final step: 0.761937.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LinearRegressor()"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# working with numpy arrays works\n",
    "tf.logging.set_verbosity(tf.logging.INFO)\n",
    "predictors = df_train.loc[:,['total_bill', 'size']].values # np.ndarray\n",
    "targets = df_train.iloc[:,1].values\n",
    "features = tf.contrib.learn.infer_real_valued_columns_from_input(predictors)\n",
    "model = tf.contrib.learn.LinearRegressor(feature_columns=features)\n",
    "model.fit(predictors, targets, steps=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.  1.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  1.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  1.]\n",
      " [ 0.  1.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  1.  0.  0.]\n",
      " [ 0.  0.  0.  1.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  1.  0.  0.  0.]\n",
      " [ 0.  1.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  1.  0.  0.  0.  0.  0.]\n",
      " [ 0.  1.  0.  0.  0.  0.  0.  0.  0.  0.]]\n"
     ]
    }
   ],
   "source": [
    "arr = [[x for x in np.append(np.zeros(9), 1.0)] for row in range(0,10)]\n",
    "for row in arr:\n",
    "   np.random.shuffle(row)\n",
    "print(np.array(arr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting scikit-image\n",
      "  Downloading scikit_image-0.12.3-1-cp27-cp27mu-manylinux1_x86_64.whl (28.2MB)\n",
      "Collecting dask[array]>=0.5.0 (from scikit-image)\n",
      "  Downloading dask-0.11.0-py2.py3-none-any.whl (362kB)\n",
      "Requirement already satisfied (use --upgrade to upgrade): six>=1.7.3 in /usr/local/lib/python2.7/dist-packages (from scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): scipy>=0.9.0 in /usr/local/lib/python2.7/dist-packages (from scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): pillow>=2.1.0 in /usr/local/lib/python2.7/dist-packages (from scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): matplotlib>=1.3.1 in /usr/local/lib/python2.7/dist-packages (from scikit-image)\n",
      "Collecting networkx>=1.8 (from scikit-image)\n",
      "  Downloading networkx-1.11-py2.py3-none-any.whl (1.3MB)\n",
      "Requirement already satisfied (use --upgrade to upgrade): numpy; extra == \"array\" in /usr/local/lib/python2.7/dist-packages (from dask[array]>=0.5.0->scikit-image)\n",
      "Collecting toolz>=0.7.2; extra == \"array\" (from dask[array]>=0.5.0->scikit-image)\n",
      "  Downloading toolz-0.8.0.tar.gz (40kB)\n",
      "Requirement already satisfied (use --upgrade to upgrade): python-dateutil in /usr/local/lib/python2.7/dist-packages (from matplotlib>=1.3.1->scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): pytz in /usr/local/lib/python2.7/dist-packages (from matplotlib>=1.3.1->scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): cycler in /usr/local/lib/python2.7/dist-packages (from matplotlib>=1.3.1->scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): pyparsing!=2.0.4,>=1.5.6 in /usr/local/lib/python2.7/dist-packages (from matplotlib>=1.3.1->scikit-image)\n",
      "Requirement already satisfied (use --upgrade to upgrade): decorator>=3.4.0 in /usr/local/lib/python2.7/dist-packages (from networkx>=1.8->scikit-image)\n",
      "Building wheels for collected packages: toolz\n",
      "  Running setup.py bdist_wheel for toolz: started\n",
      "  Running setup.py bdist_wheel for toolz: finished with status 'done'\n",
      "  Stored in directory: /root/.cache/pip/wheels/b0/84/bf/7089262387e8ea60bdefb1fdb84d2ee99427f6d09c9c7ba37d\n",
      "Successfully built toolz\n",
      "Installing collected packages: toolz, dask, networkx, scikit-image\n",
      "Successfully installed dask-0.11.0 networkx-1.11 scikit-image-0.12.3 toolz-0.8.0\n"
     ]
    }
   ],
   "source": [
    "%bash\n",
    "pip install scikit-image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3b84778bd0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hWWJHptm2v9vtDvrr5SMDEPhk/rbagWzZCA09ljtLwwZV9iW2EeZte3CCgB1aHxvTHXOR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\nvPAHpuNYtngsiVpVGBi3y90FTOZnl3c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/nIe2JpO1H/tD63EBlMGgAcEKlFdO5ZGTGPhl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\nf2nyXAp+o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sEHfPZSQ/lleTeQmdfObJ2Z2b5wKDOzB3x9XuVTQHxycrL3lmzriwMYdPG9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\nAsa51j0DIMt5tU/K9F9eXl5btnYCbR6WJ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10tPRHI4ZfBDk56Zn+jJfzwww9P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0mJPv2jgNNJs8lkgtlsllRUNpuVdE6lUpHGooeHh8hmswI+CFioj6HPjV6vF1+j3t5e6ezd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\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H1hYAAtwIcnnWsSaQ1WTWyunpqST10lRC0LKysgKNRgO73Y6dnR2sr68jEAggFovB6XRi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b8dd32190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import skimage\n",
    "import skimage.io\n",
    "import skimage.filters\n",
    "import os\n",
    "from skimage.color import rgb2gray\n",
    "\n",
    "desert = rgb2gray(skimage.io.imread('algodones-dunes-1654439_1920.jpg'))\n",
    "skimage.io.use_plugin('matplotlib', 'imread')\n",
    "skimage.io.imshow(desert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3b5f2b7fd0>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bckEfy7i32ip/gb6ks3l+R8wWcv2oeLqkSF1zvrYC/zg2Tr7JY+W8ruKto4MA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hqNBp566imcPHkS6+vrAeyxH3iVC0nH9Dd/8zdDHWzM3v7+Pp599tnwzenTp0N+wKTlwuav7bPv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\njpWVFVQqlXApYbvdRr/fD+eaAIfBmq1WC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2/eDJeanTx5EtevXw/fr66u4uTJk4XK4qVi\nfxHoKBPvh0m60FI+yT/vVLTux2Esf17G6s8beaey/nmje+EZ9XrdvQz0XigViFz0mooUxdp7+vTp\ne877OOX+eabYPUDv9Zi/V3Q/rLcfJek5RpaOLckefvhh/Pqv/3o4sOqFF17Ak08+iXa7ja9+9av4\nlV/5Ffzu7/4uPvWpTwEAPvnJT+K5557DL//yL+PGjRu4fPkynnrqqUJl8awBbwuYIjarWaoWDky6\nKTy/Y57GbdPY5zE/LClv62OqXI9ibqYUUcvQLZJE4byYjVtFmTeBq1f2UeqYeh6zhMTKUfdIHnlu\nmJg10ZpAU1Yyz0dO7VotDnnf6/h57Y/1jTWR2x0c1MDsAYPaH966iR0aSbKBvXmWQrV68BsvvdZT\nNThqfbGgbLWkdjqdzNkbti5Ktl9jQcdWC425PNSqoaZ5nROp+U3rnVpQeR8RcDCP6Rq5efNmYO50\nKS0vL+ONN94AkHWTzM7O4qGHHsr0n8YqsCydT9aNOBqNJoJ41Q0DZEEBD/HTdOQl1p2n8ROl0sFO\nNOal818tAkXXKNOOx+NwzpEl3aqt9eXf3u5aa/XVdqjVxLpNvFNyuc68S0a1fOtloEVO8+E7j7fQ\nKqjvrAzlc+X/msY7gFLLY+wZ5TMtxPa4CboPlaxVlbvzdHdgit8fG9B84AMfwGc+8xn8wi/8Asrl\nMh5//HH8rb/1t7Czs4MvfvGL+J3f+R2cPXsWX/rSlwAAjz76KD796U/j537u51CtVvEv/+W/PJZb\nwwMzdmJrZ6dMt1ZQFHEf6Xe23NS36re238cEfYz0O7vwYmk1TewiRr1Rt9VqTQSeennmASk1u8aE\nttefeaT5KJiIjXUquNH77ZWVIstk7XyKARJl9DFXg8c4mQ8ZR6qOjFnROtoYFQUc9vymIqQCxwNB\npdLBHU16pYK63th+bmFXyxvdVnrJnwIDzaNoML+3hTdmzmY9Y3l7YIhCwO6EtC44XcPeKa4EMIzb\n6Pf7eOONN8KZIiT+/eabb2bqVq/XsbS0FCzltt46Vt5OOODAmq6xNN55SrTU7OzsZG7BVpqenp44\nPNJz4TD+yMa4WSurdX9pnXXeqrsmRt5ONi2H/WTjqfSZBYM6/lof65IpYmVWdxcBH4BMULnWW8tT\nfp+ncGs+egKxrhd+a0GgzmsNQvcUKOap59JwjVsg6NUtRqXxUaTI/yOihUZ9nxqYxSYQrWp0u3am\njZnwIs+9XSxWs1Lho2k8oRwDH/dCKatSSuO3Fojd3d1wKd3y8rIbO7O1tRVuVrZlWLLt1wVomZHt\nuyJttm3iHIgFDHt9r8ytCOCI1TPP4mLzT32TKp/kgRr9ba0IXv4xMBdj5N6c5dzx2uZZICzgTvVh\nkXlgmalXR9UM7Y4T1lMtINr3tg9ju0gsM7ft8Ziy1lNBPuekd00HcHix340bN3Dnzp0APGlNnZ2d\nzVhlWI9Go4GTJ09mbs5Wwa1tUFDGuIzV1dUJCw1weEaQvRRya2srY2FgHzQaDVSr1XC8vre9vl6v\nhzNk7LZ5VQa1r3VMbD9rX+opwmqh0bnBPG1eFsh6f/M7u1PRs8axPC+4mqRAQK2s9vBJrYMXh0my\nsSd2ntNi5K1dlaW67mN95a0BBVQ2mFp3bDKtPVgPOATRzFOvvFG6f4MncNDI0WiUmUg2EMsyXyvk\n1bzL7y0zijHvPMuKZ4V4LyhllbGgJZW+3W6j0+lEzazj8RjT09NuoKaSp83EhGSs3rZcSzb4TC0C\neZSyhKUYT1GrUUp7J3l1txaZFLCw5dk09rkHvmPfefND14nOdWvRTGnGlooCV46JZ8WMAabU2iN5\nrgolDeLVfOzY5c0LnQMEVxRiRepJ99F4PMbNmzexvb0dPY14dnY24zoeDAbBVXP27FnMz89PaNAq\npOzOFCo5MWDHIF5q2d4ll9pXvO2cvy2vUKvw3t7exF1n/E77ygpRW0/bp1bY27ZZmZHiKQo8rdvU\nyh2dqxY4az10jnsB0Z5bnWA9Br68k3cVGFogzjoooEjxifF4POHW5a4oPqNFVcuq1WqZ4GvbXv09\nGo0yl7JS1g+Hw/sf0KgpCshqZjEXimXsFszYnT6x3R/UWDzNPkZ5Gvx7BW6OUraS9p/19fN/XYAx\noJSndQPZxVykfrG0KUGS6s8YuAMmgYadJxZ02G9U+HrlxqgoWNJyFDTYelvzfKoetn9T4MkDufq3\nBWcWiLDuHlmtMMXo89aTB0pLpVIUxNnDvrx6eN9ZohAp4rLw2qFjp3Xa398Pmyg0foZKSKfTwdTU\nFH7wgx9k8ut0OqhUKlhcXAxnutgzQMj3mC+vVbB3/vBv1o33kQGHu6qs1YAn/dLt1Ov1gmWGh+bR\nuqDjQ+KhbQoyrOD2rFfan7YvY5ZJrbfWQ6171rqrZJUYxop4Vn7OEbUKxUCFkgr4ZrMZ3QLu5cm6\naR9Vq9XowXmM4dH2aJ3U3VTk0tmiLmx72aXGV1nw+EPb5fSjJIKZUmky/sMDM8porVkRmDxwSA/Y\ni+2GiW1ts+WSPABVVDjb/N5L8OMJO48Re9aMPO3bti+2s0OFYUqYFiknVa+YACnS9zE3ZR6pcMzT\n9OzfMcuX/u/l+V7OI/aPDUL0rEoWTHjlxABR0f6MtSWPrBAbjydjMGzdi8TfWBAfs16RrAU4Vk+l\nwWCAd955ZyJOBji8bLNareLdd98N5eqR/4899lgmL5INIO/1etja2soEf1qqVCph2/X29nb0xHbg\n8D4pS5qeJ7PzMFMKeiWei2SDwG3wK+D3X2x9a/tsYC7BiP7WcnSMY5cvaryJN9diJwLb+UKZpuk5\nR+2FtdpWtbbZeB+vLH6vFiwFj973DBzXKxUI6r27yuyGgfH4MFTAC5wul8vBAmjPa+IxDSm6LwCN\nZ0rn75hm6qUtl8uhk+wJqSSrNdo6WKtFTFio4PQmXFEhlEdWMBwVIBQps0ieR7E2FPkmBrRieaSE\nik2vQshrm2V0Vih7/e1ZcHS888Y9FmuRN69jdS86Hpo/lQatS4wx5tWHzDgG0vRvb+147zxmnEds\nD7U/vUHZK0/JiwnwgJsHzO084XNl4Pb9YDDAG2+8MREwyqDuSqUSbhzX4GrmPTc3h6Wlpcxz29ad\nnR2sr68DSG8lp6tqbW0t4wqiMsg8GZPCe6tKpYOD5PQiUgsWFNCwX5mOxPT7+/uhDyjMPLBAK0tq\nbdidVVZhsDEwHmlMS2pdsD6M8SOpgGc/epYfOzcUKJZKpRCw631v81KwEHMpxfiFXYscg3K5HM4E\nSilvLF93Uiow89Ywd/VxvShPiu2oJN0XgMYG+QIIR4PPzs4mGZsXCU+yZlX9xgamaXrPuuBZPmJ1\neS8tLlqWl28Ra0QqrWcNudf6xwTTUSwJXj1Z/5SP/V7Kj1mWtPxYWXbRH6WtsbrnWcxsvfW5/rbz\nUud/7HTt1PzWMcirryfMYuOjjK1ov6UApI6HdTt4+VghpiZ5XRceP4m1azweY319Hbdu3XLL5fjM\nz89jb28PP/jBD0JQK+MLarUaFhYWMDMzE4QHcMg39/f3w3ZrL0blJojWAAAgAElEQVSD6emi2t7e\nDndRkfT+Hi13OBxm7oOy7iHWw/u9v78f8hqNRhlhWalUgltDg0SBAxeZ7WPunrLz3OO5dg7FLGiM\nAeE48TRmzwqlII9g3saQKP/U/tINLrZdWsfYhhXmpdd08H8PLPHwVLWAlEqljFXM8rp+v49erxdO\nG2Ze1vpmyR5TwjrZetEaqbujdAzsWovRfQFolGj6VFIzORmPp22XSqWMHzhVBgfSBqPyvQqwPOaa\nAjJ5mmiecE1RrH6p/I8CgN4LOopAT1nEipRxFKuYluVpIPa9UkwwKiPw6peqf2wuptqgz/gvFodG\nUm2uqAXEzt3YGFlrgXXnFbVexbTwInnr9mOCmhiAY76xPvfAfl46K1hffvnlUF8KykqlEi4KbLVa\nYVfRyspKJl9aRBYWFjKXX1Kw3LlzJ3PNQMydzu3U3PFIgeOBhlar5c5v7/Rdxs6k4i000LPoib/A\nZDDp/v7+kQ7G8+KeGo1GRsjT9VUuHx5pQOEOZE8TVkCh7WHciQpk63qiXAIO43dsH+vcsLdtxy5/\njPGh4XCIbrcbyiEosm5m9lMMiNPSZvkgwZFadPR9rE4p0m9TPPC+ADQqkFLC4LiC2DImHRgVAjHr\nhWV69juSDTIrYuaLPYsJrtRv5hNLk2fhKSp48ygF0uzfVgOOae+aNq/co4Ii1VZieaXSpRYg03qW\nEG1vzNLktf+oAM5Lr3nHgJ5tQ6w8MvzYe9VcPYuHN+89ABHTbvPAoOafd1x9LE97ro8Fb7a8V199\ndYJJUxHjrp+pqSlMT09ja2src75MrVYLZ7XMzc1lhKG95drWne4rXhAJAOvr62FrtYLucrmM2dlZ\nDIfDUCfdAmyFKjV7PextPB5nTua1Z5PwagnV7ofDIRqNRjiTiPVh2pilaXd3NwSYciw0Xwp+DY62\nAcY2TeqCRyA751gn3VXkzacYeAYOrV4cB/7meKglp4hyQ2uXdWNZUE/rI//FXOAke42EuhU9dxL/\n5jtrzWFfTE9PZ3gF2x5THifqlXz754i0IZ1OB3t7e8FEZU+8VG3UMma7H9+STraYRg1kGbtahGJ1\nTj3TOjPvFPC4F8rThm35KmxS9YgBrjyQFKujTcd6eC4KuwCVodlydCHpAWGeAIpZL1LAKNZeJdY3\nzwrigbhYHEcec1OKgRWvznnzxJqCdSzygugV7HnlaD5kyDZdLIbOgiPPeuP1b8zFZsvTvLSv8sDy\nSy+9BAAZga+aO3AAZEqlg5gYBTLMc3p6GrOzsyGuZmVlJZjqyb8IItg+ApmNjQ3s7e1lzrNpt9vY\n29tDq9UKoIYAjVvIma5UKk2ctNtoNDIxFdqWIha/1FH2lsbjQwu9d4UB3SI6r2IuJs8yFzsMz+6C\nsqfWk2wbGfjqKeMaW6LlxOSVJT3LiPd3cbeubYO6VPNibhTYAFlQxzrZc5xqtVrGSsdvCTD5Lck7\npRo4lKXj8ThYy2gxtEqDR/cFoPEmgj3F0EPBDDxLmYOVLIMtqsHbepIRMB/Nv0jeRcqOCdMUYLIU\nq4+Xj9WiU+Ar1pYioKyIlSXWlpgA0zRHKTeWpwJm6w9OafeaTyqepiiA5PuY9UrTesAnNR9T/Zcq\nywsoVhBddE3lgcs8Uo00NbYWKKfI1iHVZ9rmfr+PV155JVNGv98PgpkABjiICZyenka1WsWrr74a\n0lerVZw4cQKVSgXNZhPb29sBCNity0oUOP1+H3t7e0kBSTdBp9PJuHB6vV6wCAHInPjsnd5LbZ1C\nUd18nmVBTwa2VisCARs3NBqNMqEHeqeUtZCQaN3wXDosh7tvNB+9iVzbHFsDasUiAIjtcPKUYVWU\ngck4Tr7n2ooFSRPk2HpWKhVMTU1lLD92XiiI8ACSR+Vy2TUu8B3ryQtlvbloFcvBYJDZqq7nGnl0\nXwCaGMWEh3a6BrMBh5PZ0+jy8rITKfZtnrnZe1aEocbyzxN+ec+PKixsHnmCjkBRDwBbXl6eSJMS\nPHkgxY5TnpBWM2xKUKUsb95OB134RYCGzTfPesXvPKCVcrnkUZEybVrPzepZjmLzI2Zd0TzzQHos\n76NYCI+qvKR4hZa7u7ubATIqvDzANjs7GzY58JZsUrPZDNtW9RwREoFCtVrNXJVQhOgi4lkzKvBY\ntgKRUqkUrDWDwSC0j9uwrcVByb4jL+12uxOxIRSQlrz5wLVoBWpRsrvGYlv8Nc6E4627hvjeCl2r\n9MTqyJuotd9o+aLbjWVZdxjHnmlpmWN9rSVQrTdaTwXInrGAsUatViu4x2LrjMBKjQ9Mq65GymW2\niTFJ1rWo7jiP7jtA42mbipwtCiaYUURI5OlpybToWOacEtQeILHbFG05+j3TMw8LmLSN3vMiwMy+\nP4o1xxNmsfKLkl0EReJMvPJjwEWtKPoNGaSW56WL1cPTLHR8PQuf55POA11eXfLqaIGGB3BSLpUY\nKNBy8zQ073yMPIopDbaOFgzZ9Rurv1dOCgjm1c/2iy3zq1/9auYetPe9732hjHa7HbZNk2hdIO9Z\nW1sL/aiXNsYASq1Ww/T09MQ5KvZqGAq3wWCAhYWFYD1aXl7OxL8AkzEOtj7cfaJWSrs2OA8Z9wIc\nrBXNezQaBTDjkeXpqogwT/J4gj0VlOryYD62X5iv0ng8zuRjY3xYpo3BITGgmGXp2TWem9WuS1UE\nFDRSZninFasrSAGXVfr4v3V3aTlar1KpFHY3Eaiz/wlC9FvyWI713t7eBE/i9wwsZt9Y154FtLGb\n0kn3BaDJY6gWgACTZyxY5mZ9pzGzHjAZzOvF4VjhlGdBSVkGiggC7/tUWu/vo9JxgFPes6PQccDT\nUawj9rlXnv72zNaxb1PzVt/r7bLWtB0DOzpvPMuDBxw9sEOBRoYaq68HNhSM6zMPYFiwp5QXgA9g\nQtuLAZLUelTwZe9Qiln9LGl/j0YjfOMb3wg7hex4Ly8vYzgcZm6gnpqayrhKpqen8fbbb4ffCmB2\nd3czbp9SqZQ568Wed6LE+5ZYJ7sbSA9IY2BsnoWHAlvniQomBRue8sD0Otfo3tC7hXZ3d4MCSktF\nzH1j2wMgBBLnxZgx/sMqJ7EgVv7mLijNg2StPhrnwt/aL3a+WZmk12jord6ekqXfMT/9bUkPlyWw\noJVE89rd3Q15ETzquCuQZp+k+D7nkLbXjhVBDfsg5da/LwANUHxgYmTNaqSYuczuzPCEQ6os6w+2\npMLBRpxb8oTsccGBh9j53CvXCsl7KXNhYQF3797F7OysW07su1jdAF+7ViEXCzqNCfYi4xwTHMed\nmx71er1wQivJc5fquoitkSLjl7LWxMCFAq4i1i1N59WXbSxqOfHy9+Z0DEzq32r1Tc0t75tXXnkF\nvV4vgBmlJ554Ag888AAuXboU6kIQo+e58JyZFNHEr8LUO/sDOBibTqeTaefc3ByAA0GklmFLfNZu\nt8PJvqpJs2wAGUsU25eiWLwPwYRakY5CXhwI68OYDTuedjcOwQZdbF4+o9EoCFgeAAccWNkYpG2t\nMyT7W/vU61t9Px4fbH8nQPy/7L1LjKvZVfa/bFe5fC27LufWfU53h7SapKE7hKQjkJIIweiDCTCP\nBINkhhAiQkAkYMI802TMNIAUCSQECARCSUQUSJMoiCQK3X1On1vVqbLLLl/Kfv8D67f9vMt7v3ZV\n9/eF+oslHZ2y/V72fT17rWetjWuNkHi1ZJRKpZVjLPyGY918pY9Go1EOEG5vb69Y2IrEz0lvOSqV\nFkkCld/lx9+6d6hcC0CTUmqp8DK9VpGs2XJQKQvfL2CpSZlleda5nyT6/pg5PPXsdYvAJpYdHSDr\nBusmlpaiMl1FcVM+DhWLmUE3saYUvdM/I6Y0NwVo60BjUXlTYEnLwTNSUrSr1Pb3oG8d2ErJaDSy\n6XRqtVot56Ytul/nDqLAxYPDIotX0aLl+3SdOyomfm7o4qkWAi+e08G7vv/97wdSKu21u7sbQM2H\nPvQhe/HFF61Wq+VcTFm24DUoj+LmzZv25MmTnBIncggybLvdtvF4nKunKhblRQCUqtVqdIwpp0Hr\n6LkdWbYknCo3RI9L0I1DbOzhRosBFN7Fb/BHUqIRQ2YLgEc7wb3w7ynaDGmUkbaHD79WkA1Y8HXV\nIx2wIME14Vr9fTQahWy4rVZr5QBJnokAdr2bjc+ck+VF9R91LZfLwT1nZiHnEZaecrm84mLTsuna\nRBZnvdbnHQIQ817asihTNWX3mx2i2FJyLQCNmeUmRSx9ORIjanL/OlFTm9kqyS9l6td3bKKgY8/w\nClcXk1g9/H0xf76/p6jMsXLEANJ7tdbE3h/7rchiFCunflcqpXO/UKei31PvTJUbUVO6WX6Rj7Vl\nrM/q9foKSIlxdFJlWbeb0cWcz/P5PCyYZ2dnyZNs9X0xy5A+3wMV3SEq6CmqzzrSsG8/VXbMY98n\n64BzkVXme9/7Xjg/yczs8PAwLNKVSsXu3btnZotTrtWto+87ODjI7UbV5WS2cENtb2/nCJcpd4Le\n6/kGOqdjLnJ+I/mdKlTf/tqHKVIm96lriO/7/X6uHNVq1er1emHCPZQ/oAwlixJsNBo566u6YWKS\nZcvToQGJpVIpuOP0xHAsWxqCTJ0BAZCnlTQ7mUzC7+goBcFk29Xnaf96jo8qbr9xB5Do93ofdS2V\n8rwoJRgjgNNarRZ4Q4y/1NiD0O2lUqnkxmHKM2JWnEzPh/1vb2/nji1KybUBNDHxCi7mutEdhk/4\nFAMoDDy9V5WSmgHXLbQoC38Ni3rKFK67yJS/0D8ztlt+L7IOzL0X2cT6UfT5KhIju2l5/HuK3DWX\nBaub3htzm6j4ndKm713X3kVKfB3I3OT5el2R9Yr3XXWsxSw5qoBjz2b3WMRF+I//+I8AZJQz4Z+z\ntbVlN27cWOG6mC2sN2aLhfn8/DyMP5TW/v6+HR8fh+ufPn0alBJHEnC9El31/WbLMULosLpiYoEL\nfgPoE8utE9oudQo0oCXWrrVabeX8JL9r9yRlolZjY0TntFd6XombpTlpvIfvY24dLCKMG30+rqvZ\nbBYA08XFRVDI/L+zsxOdN5o8r1qthuuVYLyzs7PiwmIeesWfZUvX1NnZWQCIqTw+Zqv95Q/FTEVq\nqdtULUL6nfJ1qKeCYM20TPv4gypTci0AjZq3kJgS2uQ5CjYwVbL4+YUZQMFCzDshOq1zCaQQqCL3\nTReOIiuLfreuXTYBEx7sbWLOX3ett4ykLCv+Gfpsz33i/1j0j+7ei4DjJq61ojb1ZfVWOpUYuI1Z\nbvQ3/w4+A4r5rM+5Ctja29uzZ8+erVhn1Fqk1o+U+PendmjKB6I8qXL7yI1Y+a8Cej3Qoa6j0cjG\n47F99atfzZEaVaF1Op2wHpG5l4Mh/bjqdDqBI8KZTcPh0FqtVi6SplarWa/Xs16vZ8fHx+H+8Xhs\nr7zyyoob25NjeY4qm9i8QKGogvRKRnkcAD3WSlU+tIk/b0nfFxMFtgoAdc0EuHhlBneFvlFysq8v\npNXYOoulI8VD4l1aNj+ePXfHJ+jD8pMKP8+yzM7Pz6O/U0+/qfUuMjPLuYnK5fJKP1AmtbqoNcm7\nIX19KC/1VQL1uk0I85zx4wnngKCiAytj7sSYXAtAowDALE3qVca0LvKbiIIdpCiBUmqCpK73u/+Y\nkuK32MIdU5xFEgNpV9lhr9tRx+pwmd+LANAm5Vv3e6qt2IGlWPhXtQr5sVfUJrExt0nfqhnbK2UW\nDq67TD2U36TPJbQWzsjBwUHUCpT6zLUpzpsfn0XERZR1DGR6wITEAK8Kiu0b3/iGPX36NHf+0cXF\nRc5q8Oqrr65YQyC5625U5814PLbRaGSDwSBYaE5PT+309NSOjo7slVdeydXbbDV77ve+9z179dVX\nc9/pjta3EaK7XB+VpHX0os9W94Xer+0CgROhLvB5AFKx92uEls7HGBDxZNuLi4vg0uKYBo204X5c\nuTzDLG8x1OfT/zGQ4cnRXgBffn4otyYmOj53dnYCGXY2m624oHzou9YTAehtWnZcWPBp1MPBvPUb\nMrwCHtDpPI65pnx4uz5PXdN+zq4L2Ta7JoCmSGI7PP8/jex3mqmdZIysROfRuR6gqMkxZrFQ5eKt\nPUWKnnet24Gv+87/vU4h8e6UbGKVSZWnCKylnunLrErS/+6VcUyUTBfLPLmpRSx2X8r6EwMrw+Ew\n7MZv3boV5dzwrE0jFGJljVmGigCu/l0ul3N8h/F4nFtc1gF0/14ziyr+VP/xvQczReL7L9ZfJycn\n9s///M9mlibQmpm9/PLL4XlYsbrdblB4KLFYuWg3durD4dB6vZ6dnZ3ZfD63Xq9nk8nEXnvttRVA\nx738z7EJH/nIR8L7FLz4JGql0jLahegY3CEoEq2zKsAY+IhZe3S8+gSmZsuDNon8YWevfby9vR0A\n3Hg8XgkVRjRxn9YFKQIa5+fn4Z0KBmLvUssLFiosOfB4SqUF+Vrbyc+DUqmU47NQBj6TnE6TGKrL\nJ+XaNFu63tR7kWWrQSuUiXoyZiHvFllyeB/ASgnG2u7+GYApBY4qfmOT4rx6q0xqTVG5FoAmpch1\nAVSLhBd2KX43a5aflCkAUC6XVxbTdVaDdcJzUgP3/RAFcSox68c6BXxZi9em5fPl2VRi97yXPll3\nn9+Z6H0pcOdBVqz91LXw7Nkz63a7hZlE14laM4usVrHvit5Zq9WCYt1kp3RVWWdJibkdL9Png8HA\nvvGNb4Rdvd7Pws9C/NprryXdEfP5PITRqqgyoHwokel0mstDQ9+fnZ3Zu+++a6+++qrt7+8HRakE\nZJUf/ehH1mg07ObNm0lStY96UWtE0WnNRZYUM1tRovp85UQA8ryVA76Nuh38+uuzu3tri0qMk2GW\nHxOpfDraV7i3cH8w1iHHIlgrt7e37fj42LIsCwRw5hDJ5MwWlqtarWbn5+cr5axUKnZycmInJyeB\nKK2bB08sh3vFsRml0vIg05s3b4ZcRd4lxQYa/Ug77u/v5+aBX3doQ8CmzzAca2v9jnFEX+pRDPQb\nCfvgunl3lLoV/3/jcjIrdpcgm/JRvHgFlQIA3rymCmud8ohZFzaVFDC5isSUbwqkvZ/g5aqSqnes\nTWLA10e7cC8KOhVJUORuLBJPGo/Vh+dmWZYL9e10Ormdrb920/7wpu11ddgEzNVqtUBwjD3X90WK\nzK6gDqtTkeWR3/yuLib+mn6/b9/97ndzpM7JZJI8DLHT6dgrr7xi77777kr9OJ361q1btru7u0JS\nxWSfytVSr9dzC7VPbjebzey73/1uIIL+3M/9nI3HYxuPx1FLSb/ft36/HyKdFNxodlutayy/ipeY\n26zdbgfXDkolxrVChsNhAAt65lNs/eQ93nqSCsM2Wx03WNcoO6HcyvvhvpRsMs/1fiWbD4fD4HLz\nAFiz5HLfZcrg9dt8vjzDSufMo0ePbD6f2+npaS6Xjw+jfv7558M4BFAznr3nAEIy9VaOjpZNrYDM\nMcYtGaiR7e3tAB5xgSqAJjWBT23g+a8puRaAJtXRuiPwiljNbfo9924yuGPP8IumIl5vIfJmdP+b\nigca3pwc85EWgSkPVjaVda6C9yJXfUasvy5Tr9gijjm4CCimLDExwBtT5qXSIuKAXVC3211xCzSb\nzXA4oZ5rUmSl2QSAbGKVi1mPikBK6l1cexXQrWM4BWiKODAsiPfv37ejoyObzWb2qU99yr72ta+Z\nWT46wudtmc1m9vGPf9zMFgt4v9+3Z8+e5d4NYbXb7Yb+U+sq/6dy2KCQAYO7u7v21ltvWblctrt3\n79rjx4/D9TpOv/71r1ur1bJarWaHh4fBNWW2sDLV6/UAeHZ3d+073/lOuLfValm3210BTWZLUz5W\nIL4zy1syAAXz+SKk31uisAJoVAt13GRjqYRUcrVoHwOIarVarlzemqzjLgWKte5mSzeTvhNAhEVA\n50vseANPBk5ZD3Bn87xUgkL+18y7SvTV8rIZY+Pi17fYd0gsVD5lhVRLk8psNrPhcGh3794NHB/K\nrdFhPncOAEkP7+TcMQVF9P14PM6F0/P7/v5+tLxm1wTQKIjwC58CG5+M7DIKYR069oCpaDdZ9J51\nopMSd9Sm7pCU6yh17Sbt4C0bV5EUENhEYlFRm75P37mJmyXGj9LftEy6OKbGQqm0yMFBHfr9fm5n\nu6mrUa0268SXpWg8qgvHg5rU2FBrkc417y/3fe7rsInVKGV9m81m9vbbb9vJyUkOsHgLgBd28ru7\nu7a/v2/NZjMoIk0Wp1Y7Mu5q9A8cCl3ssdJgVaD+ejI1mXrb7bYNBgP74Q9/aDdv3rRms2kPHz4M\n93EvJ2T3ej3b2tqKAhSzVWWKVeDs7Mwmk4ndunUrAGYl6aKENjHl6xlJOzs7OcVI33ogw3xiXU71\neblcDtYtVXbatrwTt8pwOMxZnHwZlBgf4zbyTp6vG9MsW7qRdnZ2ciRx+p5NR6lUym0+dnd3bTgc\n2u7ubuALUR89ggKFre4YszjgiIl3E2rd+Zu2TEUV0R4aabdOADNmZu+8805wkY/H45BIUN+h5cRd\nZ7bkViFq7Vm3zg0Gg2SurGsBaPwC69ExwoKSZfkkfPocGi4WKcJnf72Sijcpp7eeXMbkH7OsKGjz\nYXRqavUKR59/VTCyibl2k2cUgcD3KkWK2pfBX++VZsxP7HeP/m9vydE+ajQawUTsk6h58QnJ1onW\n8zLWFR3z68BfbAOh//vvVVIRLfpsXYw1RQK/z2Yze/jwYdipYRnQxVFF275SqYRT3VutVnDtPf/8\n80HZsE6gSLTuOzs71u12czw3lF+lUsmBFbPVTOMoPw9ESqXFydof/ehHg1uo0+nY8fGxnZ+fR3fF\nFxcXNhwOc66lvb29HCfH138ymYRoKjOz27dvh+y0WZaF3DheuU+n09C2rKe803NiRqORlUoLvoSW\nG8sWCp02ifEV1VWn4cDwdYbDYeCMmC0UWqlUWknLz++j0Wgly6wn/nuOiZ9vOk59ojiULu8lASB/\n65EWymehTRuNRsi5g67S9QnrWLlctkajsZLtt9frhX7a3t4Om149CoPyeDJwjMxL/T3IGI/HuWMe\nKIMX5gdttiko88EFXpg76jYt2rCYXRNAoxIDJery0Wgjvd7vEIusBillkFIYKeXjQQj3FLmtvOm+\nyHWgdY+ZGdeZXzexZKR23EVlSr3vMrLOqhMDJ+vetU5ha5uk/o7d49+h+YsgBcbqFPucyqnj620W\nd0P6Z6fqV9Q+qVDy2Pv0XsbgJqAslkdjOp3agwcPcqRSM1shjyK6I9za2rJ79+6FXfBrr71mvV4v\nt4DjMuJfli3cL95tQgLOer2+cpKwX6zVbcn/PupDn6+KEKXVarWs1WrZ7du37cmTJ2a27FtN6OcF\nMDMcDkP5qtWqHRwc2GQyCUA6Vpbt7W3r9Xo5K5WZrXB2IAnr72Z5oB4DrjoG/FECXtmiTAE+SiRd\nJzGwHSMB+wiu2OYlllTQb4xTlgzeqQCLvvZJ6VLCvfzDwqJA5/z8PBxPMp/Pc+WpVqu5qCrfPpRB\nD/n05fK6SY9xoBwAdL+h4F4NINBTyafTqbVarTAGsXyqgaLZbIb1ByDTarWSvDcv1w7QxEQJYpuK\nmrDNVsHKOndA7H0p5epDFf0CUKQoEAVvKXdR6l7Kse4artvUanJZ681lXU+Xve4q1p6YBaLIgmO2\nnOQpN5a/L3V9EVhbB7TXAb3LzIVNCLfMiZRFSIE17gV1M9AGfoc3GAzs7OzMsmwZzlq08Ou8fPnl\nl3M7Us91aLfbOU7M1taWNZvNcJ26JdiZQt6Nneejc5C/1S3MwszvHiyZrZI8FTDM53PrdDq5deIj\nH/lI7qgE2iwls9ks8HLYYc/nc9vf30+6llDGvBflsbu7mxwXvl7lctnq9fpK2WgnfbcSfnm+zwcV\nGysx1yt5goqoBliLYmcMQe6l/wA6HhQBSobDYY7vAjhKud1UyPGi1/EM6lKkd7Re6s6bTCbWarVy\nh5ZyjZkFK4duDGq1Ws56pMI41vVOy6zPVaukAil4gZQH6w/zMnZ4pz7bA1q11MTyAyHXAtAUgZUi\n5V90jXaYii7YfmdcBIBSO2cleOn9yjmI7YY1pbYXdSulQs6LlHvKUuDLELvvqq6r2Pu9FFlQLgtW\n1lmaYtcWgYVY7oRY2XQs+AWI71LuoZhbLOXqStU1BbTV+qJRWKkQ7xRgiY23mPhxi+IYDAYhCiJV\nXi+Hh4fB9ePLiPVrOBwGi0273Q6H2LVarRwBlbJw5sxkMrGLi4sAaDQyqN1u596nc9VbRGk/VWw+\nydpVxjBuhe3tbWu1WoEQPBqNrNVq2Xw+D9EqaoXg3fP53NrttmXZIuwXq8rdu3et0Wjk8rO89dZb\n4f52u21PnjwJXIWtra0ACHgPO3WAKzwbbR9CjTViKZZpXbkmgOIUAPPtOJvNAmhR95Ufg0XuDSyr\nlM/PVzhJZgvgQaI+rlNQq++t1WrhvtSBs1of5bNgSVzHoWu1WrkzlKiLf5eCBNxT2u7dbjeMBYjg\ngBFPgG61WmE87Ozs2HA4zJ3P1Wg0Ql04HsNsCcYrlYrVarUwTlut1ooO1XB4s8VmA9daSq4FoDFb\nXRRii6AOSM9riCWw87tozXfgB48HHvrs9+pySbkH/HcpiRFn/d/6rpgV4rJWFv/3e5Wivln3nk3c\nKFcVr6hS7/SAV8dFihAZ243pAhp7j3/fpuWnPJuAIj/WY6Bb/7E58AoeXoW33qTqUq1WbWdnZ4Vz\nksqwihXIn5GDYBkdj8f24MEDMzP7wAc+YGara4TeC9em1+vZSy+9FBQrO0zWBjYpKCwAkM9+qkRo\n2kmjW8rlcs49lLISnJ2dhXOcyCaLW5PcJEitVrPT09PQJ/BQEPKfqMKNCdYUeClK2iX7MXXX8aWc\nJK7HPTeZTKzRaFipVAocnBiZFwGo+nb01g0zCyRYs2Wf9qoiMBoAACAASURBVPv9HDiNAQMFXErq\nxgoSE8bJ/v7+CjgzsxUyrrYPFgv6ktD+8XgcwBljrVKpBAsLQODi4iIk5AMgAjz4jvdkWRbAgApu\nJA/YfD4fzxfjfQpoqTMuW8a15y4BwmP9wBqgbs9NXY/ItQE0ZvnFWZV4TDzp14foxYQBoYgS8Ttr\nBkrMXK/maP+cIgAUU+pFboqYgioCJ+sUfxEAinF03i95v0DHVZ+nIC8G+Dw4jr3b94UfLywWtVot\nZ51L9aF/TswyEuvPovGQAuVXFZ6rVp7T09PwnhiAYb6wmOpuC4Kjn9safaThnT7vi4paEzR52IMH\nD+y5556L7mI1zBQrzY9+9CN77rnnQjmwcHmS5MXFhT179iya10g5VZ5gzDtT4JYFXXPL0LYIkVf7\n+/s5Fw9nSJmZHR0dhVw6MUEJQlBFWfNsRI+C0Lbv9/s5gIHFQpMxkkgOUYDi+8KvN/4wRg0Z1xD0\nmMzn+fws/X7fdnZ2rF6vh7BxD1Spq1n+GAqAsALg4+PjnMuSOg2Hw2BFPD8/X8nMq5sgAIWuQ2Zx\nPhBtqmsC46roeAMvqc2abzsshTGBB8azsOiYLTMKU17Vq1hu6DslVqtkWZbbfJDrB0K7l2sBaIqi\nTNSVowtrjLOgbgI/cLgvBmb4jXew++SZsXDflGsBiZ23owNxU/Kyli0m60BcSmLvjdXRXx97TpES\njblHLvuMouv93+vuuawlDYkBwtj7cBVcVtYBSu8Oi0nMepQCwKk25LP+3e/3k4uo3wSwezOzFUCS\nsmQho9GosA38b/BnarVaIELO53M7OTkJB0maLXN/qPsFIUT83r170XdrttkiUUtFygLsrVwxSbUP\nSqPZbIboKt6lyoiTu9U9gMRAAQqk0WjkQnK3t7dtb28v94zJZJLjGc1ms0By7nQ61uv1gqVnf3/f\nsiwL52AViR7ToApRhXrSPjH3kubdUYsIUqlUAvhNnYQdU/7eCpFlWe5dOs4V0AAaeYYCeM+DYYz6\n/gdcKYhANFweCoMHw/o8rDCagkAFSyCilkuAnB+/sfB+2uL8/Nx2dnZsa2tr5eR1FYBaClSpXAtA\nowtrDMXrgqkkOw9yVGHFOA1qRuf53MvzQcNe/OBPcXFiu3/C92Jmff2sZdXdRBHC5pn6Xv//j1M2\niYpJEVFVUgp3U0BXBFCu2k6xsnpf8ab3aZmKLEZXkXWgBkVCuTQTrFk6cSGuFU+YxHVhlj+bRomS\n6wRQoJGEOjd1989pxvP54riC0WhkWZat5LLodrsBBJH5lZDn09NT+9CHPrRCQKW8eoCjD431SoQ2\nRHT+08aq4GIRYbRBtVrNPUvPGlJl0u12bWdnJ5cwDwsR/KSnT5+GOvBuXEoo/nq9bg8fPgxtq3l8\nzBbnkRUJ1x8fH9ve3p49ePAgtA2ulueee85OT09zSeZUYWu+H4ALlisVH1avG0d0hUbKqWCNQ3Cv\nKJGZcapWuuFwuOIm8an8/XcxiW1QcMd4oR94ppJ1K5WKnZ+f597Hb/4sqq2tLdvb2wvP03G3vb2d\nOzlc5z91BrSrTta5US4vch95Qjl9qhwrSMNZluXuXyfXAtAoGvdcGG818OhTF93Uou3FLz68j3cp\nsdJfv86a4IFK6sh0TyL2z6Ys8BdiSnydZcS7V2JWsCIXWcw943/X62KArej+WJlTZUhZE/Teov7f\nBChsaj2K9YXnGKj4vk5ZlYosSEVtGXuvWnw8cPP9hBsidmaO1oHfdQMQE8a8ZgiNiY+u4NkQRnUH\nqa4cnq118eHIP/jBD8zM7OMf/3gwd2MuByD4NvvP//xP29raspdeeikoM+rNu72iAmBQb7XUIDpf\nURQKTHiPAhkyqs7n+TDZ2WxmvV4vWAGpi5Jm2dVD3KS9dnd37enTp9btdoP1wOe5WSePHj3KKd3D\nw8OQDRZASd+pK1DlwYMH0TOjcH1gdQC06dquoNtsAWrm8/mKEgXAtVqtAHw0QiulPLe3t3NkWJ4V\nm5fUQU8TVx4K6QG03GarZyrxnb7TLG6l0vIoj8nryHJ5cWaUWo4Ye6l363tT7iHmZ6lUCukEdJ4C\nRjUwIbaZ1DnChoC55Y9gUbkWgOYyomZJb8LaVHn6iI7Y/bHFlmt8ebyoCVClWq2uda3ELC6bSKoc\n6561rj5XtTZsWvZN3E3rft/0fd61WXRv0fPWgTwmaFFGzE2jifS5KbeZH6O4XrBg+rLqM4pIvFrW\nImBCu0LujSWJhKsxmUxCrgw/f1lwuc9zCRQsZNkicVxMIWud3nzzTXvllVfCPeVyOZyvpXMUQHdx\ncWE/+MEP7IUXXjCz1Ugo6lUqLcivo9HIptNpIMTS9uycqbs3xyOxTQYgajab5ZSrXhtLW49FC8BB\nZIr2AVYrXEHeAlytVu3ll182s1USNu3hvyfDr9nSkhNrN0RBA5wzJSL7d9fr9ZAFGk6MvrvI4jcY\nDHLtwFhSd1Cj0bBer5c7a81sSWKlL0ulUgAcyrPxliIV5QFxH6CCPsUdCuC6fft2eH9snVF+l843\nf1ipSipLNhv4WF9jfdEyDIfDHIlfCcCMJR3jWMJ0g6LAinGjgQKxsiDXDtCsUzixxVInpYbZbaos\n9DlqPl5nvfBlLgINPDu2S14n3B+7TxVdURk2Leu6+2LvjP1+meeuu74I9Lwf9V035mL19GBBy6iK\nWi0bPgHjOvEh2Fqm1DN0B6ZzAiuMt+7pPPGLlHLSVHjOfD5fOWTOX4d4aw28AIBXkVvV882QWq2W\nO/wTDg9K5Pz83IbDoX3961+35557LpB/4dz0er3Aq6GdUSonJydhkX399ddDewyHw5UxNZvNwn3b\n29vRzYym11eQQb19rhie5duBKJ8sW55obBZPGudle3t7RVns7+8HywjvJuS3XC6HYwh2d3eDEsZi\n5I/DUEFRcRyE2bJtaRt4T/fv3w/nBqXmhT/zyNfLJzc0W+qK+XweeEJFcnp6au12OweoR6NRrr9o\nf7hDpVIpnKRttgQVmhcGVxJ104y7nU7HRqNRrvyE6XNSNXWObZBi1tTZbHHmklqYYgJRPMuy3Ano\nHENBNFiWZWH84o7y6yMuJYCN/q7RZbVaLdrP8IqKNoFm1wTQ+OMLvPgOURRYxDFhoeRaPbTMbFUp\naNSG/w0ky2JeBGhiSjrmkonVtShBn3+P7tiL3p1yOW1itbks8Ik9471ICmxc9fnv5d4i2eSZWB8I\nwdXU9JuWrQgQF1lqvKukUqkErok+NyUaraDvxkfPIsZz9CBOrvOKRvN2xLhWyrHgez7jgoIki6WG\nhb/dbudcS/fv37d+v28HBwfBOrG7u2vVajVwS3yEEK6mf/3XfzUzs49+9KO537UdAAp8BxlyOp3m\nkv/RJspJ8K68mKjC0/Vya2srhOzqjhflQLv3ej2r1Wq5SCXaMaZEsEDQJ6rsAIZ6mGapVAontg+H\nwxV3E6c9my0Bhx7s+s4779je3l4ulf9kMglAQUOkaTuNVtJ8RCnBqma2OL0cl56CPPhj2r5wtMwW\n/RtzpUG2TRFf6Qsv1Wo1eZTA2dlZaLN2u23lcjkH1uv1+oqLSjlXo9HItre3rd1uh/sALrh4aA8A\n12AwCK7Koo1Gli25L0r4ZV5qlJrZ0gID0PJ1Zi5oWH5MrgWgUfEWmE0iDFLRCd6freGVZnFLQ0q8\nkvdWHM9T8KIRHjHr0Xg8DoOi1WpFd8WbSJHrKXWdtkHsvessMqn3vp/i29cr9nVWHOqxDiCl3E+x\n96SsF0jKT4/i7PV6yfBEs2L3hC+bujTUKmRWDHRioqRS3qvun9i9m1javMQy4pKHRTciPjjAX39+\nfp5ra0Cj759erxd2mo1Gw9544w0bjUZ2eHhoZksFYJZfYKnXt771LSuXy/bhD384PBPlpiCsqB3U\n9cC9yqWhzNVqNfAR4EMgtItaDkajUY44q0AFxcOuO1YWxoi6Yvz45dBN6ongxtJU9hpNREbjTc4A\n0vLBjyGhHyDn6Ogo50K5ceNGDoxqXhvmw+7ubg7QYH3YhIhadE1K+ermdzQahbZW0LW7uxvaBFCq\nVj+VwWAQ2tyDGuqDeE4q74DjZLYcryS/GwwGNhgMbDQaWa/XCwBkd3c3lFldTdom+neMz8S9KjwT\nXVfkZlK5doAmxv7+0Y9+FL576aWXVn5HMJ3qcyDXma2eBOyJhv5ZStLT+2LlTWU3TN3j36uD0BOq\nYos5kyXGA+LelMTAyf8tVxX3vF+RO0XWrxiojLlZUmVMvceDv5h4617MHF+UAdPLJlYyTMtF98fq\ntU5w3WiEhBcWX71G88houVgIN+l33cmrEoxZJ80sZwpHWBwPDw/DQs01XD8ajez+/fu2v78frv/g\nBz9o5XLZvv/975uZ5cLVNbvwv//7v4d5p+sRMhwOg8WIBHN+3CqYg1/AtaqccHuYWeCP9Pv9ENWU\nEnbISlhWQIH1aN36hfi8QGQINlslSs9mM3vppZdsPB4HwM6hixo6HQMDCkzU8qZcDq/87t+/n+OG\ncC2ZcM2W1noV8qTU6/Xg5jFb9BnXcs4QZSYsnvGmZ42l8trE2kg5UdVqNQdYUqLvUBmPx6Fv/CYB\n6yBAm3GrIDoGJpjH5Pfh3RodRv8BYLwlWC3PR0dHod4azaUh6WaWywEVbYPkL/+DJKVQY9YZRd1I\nLPskggl6MpmsDKqYqV+jDfQ6nRAs+Op7T7mDYpyfdRYBvY7flUOjE1N3YikluCkYeT9dTbH3X1Vi\ngGjdM2MgZtM6pQCQ7p74Ldb2fOY771LVcjCONrE0TSaTsPDpOPP1UgtKUZ1RUjGXgwe8MQ6XL2cK\nXKn1CH6JnpaspFAFhSg3VcTsSIvqdXh4aOfn58GV1Gw2rdPphM8IwIX3fPSjH7VqtRpAyltvvZVT\ndJRFrTHf+973rNls2gc/+MFkebS8FxcXuQVbTfXj8Th3HlBRHpmTk5Ncxlra1iuZ2L1mq2slYwaC\nK+AK0JwaJ9yr0m63A/FblTv3E6FVq9WsXC4HkLnpOqGh2Gp9AhBoiPn9+/fNbEG0ffToUXgG70Sx\nc9TBYDAIFrv5fG69Xi9XPwWqlUollKMo8Z/WTcdtr9fLgbuzs7NcPhbCs9XdtbW1lSPUA1gUHMaS\n700mk8BZMlu6njRkmoi6WF0gzPMudOp8Ps8dd6AnibO+xFyzfj3fxFJmdk0AjVn+NFN813SK7kT4\nziNBr/RSYZZeUi4a79LQHaZabPx12nk+NK1oEW6329bv93PuJo1wKAIoWjYtR5ElpoiLodcWXX+V\n3X+qDTZ57iaWlsuW57LXAz6K3D+MRe0fnbDqZvIWJA+Ie73eiltJwyqzLEsqmpjQp0UmXm8CLhor\n/t0spj5CQhc2lAei79J5T8bXImHRVI4FZzfduXPHhsNhWHAPDw/t4ODAHj16ZOVyeWVt+MEPfmAH\nBwfhdOwXXnjBbt26Zc+ePbPRaBSIoAjzczAY2L/8y7+E73/qp34qt9uOWWgoZ0wAJ0Uumv39/fC3\n1gMeB+3mgbV3SRHhMp/PbTgc2t7eXgCN3qqjydv0GVom3le0GVWZz+c5l5ESd/2xAgj5dra3t1f4\nSSrqPlt3mrMCnKdPnwZXX71ez+Uu0ucRKo+o1Ya28fODa3zf4l70ie3YvMBfw8IBDwbgOhgMViKY\nPBdI5fz8PAdczfLeBlyegFrlXrEWrdsgKkcHGY/HIemhCv2zbr5fC0CjDY/5ldDH2Wxmd+7c2eg5\nqfwxflApN8CH6ZkVK911Cll/jxEd1Qfp3UaEOnpwNh6PQ1iof2fK5cTfvlybWAJUuG4dIFv3LK+o\ni8qQcisVvTP2fBV1221ady/rInGKfvcAMQWAY1l5Y1aYdeKvVz+4/00X11Q+p9izSfbFs5vNZthx\ndjqd4J/3uzRNUmeWd7+we0fBYLVQNxRl9uXUeT4ej217ezsoPrPFoukTqnk5Pj62i4sL++EPf2hm\nSxBULpft9u3bdnR0ZO+++25h+7zzzjtmtojwOT09tRdffDFX3yKTOtwlHUs3btwI1gOzZYI3VbBY\nC3TnDVCk/gAYPftIQ7zNFjv+l156yZ49exaiYGLAS9dWVUIKllHopdIinwzuBbVqMoYg6HIff3e7\n3cA18VFmZhYSxWVZlgydRvb39+34+DgXLeaFsTydTq3ZbOYAEyR1yqYpA3RMtVqtlQzFtVotHNwa\ncy1d1h2tfQJwG41GudPmSZWA+1gT8HENY8p7JugnPYCVs87MFv2PBU4tRvDO9Dm0nZKpfXqGTV3z\n1wLQmOUXeAU1umhp+KuCBRpd/ZJ+sdOwRu+mSS3gPiOoPtcrGbXapAhTses3cQ2pEoy5K2IKL+YC\nuYxSVDPgZS0jmwKf1PP0/nVApej53mKy7jkpa51/rk9Yx2/qmowpTe0rFn6NZEBiFhf6A3M7Y9Mv\njn4M+XJ43s26w+G4n0Rt7BTn89XTkr3/XombumjpTjAG3vr9fpjfRK9QjpjVU0/9ZafPblfPJarX\n69ZqtVb89C+++KK9/fbboT2ePXsWFPzTp09tPB7bycmJ1et1e+211wLA4F1PnjyxWq0WktZRz16v\nZ81m0/7rv/7L+v2+3bt3zzqdTnAR+bxUKCAUt55sHbMwaF+WSqXgBvCAic/1ej0olX6/b5VKJapc\nfRSPuhiazWbIv6OCNdFsOSZns5mdnJyEcdJoNELY7jqrooajn52d5SLBdGyr+5dd/8HBQXDt8R00\nhcPDQzs7O8vls1FLi7Ydp6DTHvS3RvTxblzBjUYjuI60TDHOFO2p818BJJYZyhgj4xfNX+YHc89T\nFfzawLt9Lhmz5cGtGmXo740JoJi2UNAZe886uTaAJibKWVBRc2kRaZFBFVMu3jKj16dcCilrSEzZ\nUQb/HB+9ldotlsvl6HklCphiICUGfrzCjZVvnQUk9p0HHpuApiLXUur6IqC37p2XtWz4Z2/6TLW2\npfq01+uthPeaFWctVYUTG+uqyPRZfNbQaP9eJMZLY36ZLRfjwWCQ26V5l41Gt/hDGWu1Wm73a2a5\nxVrzvyD+wEIv1JF7UEwoW6w9an4fDofhe7UU3b59246Pj1fAQKWyOHAxyzI7Pj62f/zHfwzz8md/\n9mdtMpmEEPHDw0M7PT1dsRTQJm+//bY9evTI9vf3bTqdhrHwwgsvBPeOHvSHYJ3QQIerWBnL5XJw\nbWtuH8KtldCtrisANHl9zPKugSzLgnthOp3aYDAIeWtUlD9EWLvfKHqw6U9N92u+tgNjhfaOgSaS\nIKasOSTS80dOFPHMiB7T4wSU3PzCCy+Ecut7Y2AyxV85PT1dsYSVSovgg263aycnJ8EypDmPSG1g\ntgDeuCoVpMbKMhqNQr4mLDBYOHl/lmXhCBHaw69R9K8SiuGL+aCbUqm0Ys31cm0ATQqcxBAcDcEO\nz4MIr3D8jjom3vKyDjmmQE8srC32bj9BYmWLAY7YdamQVr/ordsZeYDA3+tccVoOlU3dUFdx//hn\n6Gf/vNTi779fBw61L2JgztdlPp/bo0ePcmNCD3yLlader0cBDmMSEz9+aB+i7WUymYScJGouL2oL\ndRuoYBE4OTkJi+RsNgvkThQAuT0gCAJWvEU1luhM0/wTsktbKU/m8ePHZpYPXfbh22dnZyGkWO9F\nyGGDQABG8ZvFFRnl/7d/+zc7ODiwvb29kPsGwIByiwEyPdfGbHGcAK6CwWBg3W43l4NH8/wUCW4B\nykc0ye7ubm4963a7OcUxGo1WyO2+3EXAsigypdFoRLlAcCkAh3BFKCft461+ZOwl23Cz2Szc2MaC\nR8wW/ar8EX+8BOu7Etp9xFKtVit0MyNHR0eFSf0UXDLmzVatHkQKHRwcrKxn3W43mgYBgf91fHwc\n8ghRL7NlHhoEcjBcrpQFhvxGZqsbLnVZxX6/ilwbQGO2PAvFbLnA6uFXuFjYoTABUoqRjJrcq/ks\nPPDxn5WlzWcvMV+hF++20YXeu51SyljDuH09/XtjQEotNB5w6bu9eNDmFXvs+iJJ9dNlrSjrAJYv\nY5EVR8u0ibWnCCyNx2M7OjpKtlFsZ8mCrN9pOXRB5f/t7W1rNBo5E/AmUQKeKKjWFrN8ZIwCLnZy\nWCnMFooGMKALHtwVMwukQoBOqozMCbNFP2AtYO6Nx+NgVYnl5tE+81ljvYLUHaO6pMwWrif67fT0\nNNS1Xq/nlLb27cnJSeDpEPGxv78f6sop1vfv37fBYBA9EuDs7MzOzs5yZSF3i5mF52MJ0brCj1Cl\nglJEmeAKUl5K0RzWfCVYGrBc8Pn8/Nxu3LgRQLKu02b5scw6quDbK2/Kj6tQLRx6arbWeTqdBkVd\nqVQCuC1aH/yaqyHICrxSAI7xhGuP8cSJ0vyNi4ixD+dJAzz03Crq6dMdIGp1QbxlxPdBar41Go2g\nQ1OWKsrN8/S5jEv6cjQaRQGVzlWNQmNTpi5oroWMnZJrAWhi4dO6+OuZFwAPBTdFibeUC8LnIgKn\n36nSCQp4YtaZop2+Kjz+Z2Lq77GJmPrbS9H7ec860qp/TkzUd5xq73X3x8q8yfWxssbaZ1OLTwyg\npdx4vm/gBwyHw404MGYW0sZv4m4yi1sVzPJnucTqZBb3aWveEX2/bgoQ5tS6cFSEPCO8BwUcs/Sw\nW1WioAcXVxXNY3Pjxo1c7pSUxMp4+/Ztu3Pnjh0dHYV6Pf/883ZxcWFnZ2e5cGMP2I6Pj0OEzIMH\nD6zb7dq9e/dCOR4+fGiHh4chmibWx4S1oyTU/axKkbZEMXkgnGojhEM7+/3+igVN3UOTySTqAqcN\n2u122KjRRtxrls8HZhafoyR420Q2mePqHkPhektSlmXhfKJ2ux3Gj7YnY3nTcTQej8ORBghWT3Vj\nMbeIelQQ7+eCWt6wACJ6GCzA02zZt7PZzJ5//vncpggrFJbWTRPb6XM9GGq1WrnvGAsKjrDEqevK\npzTR6DQvawHNH/7hH9o//MM/2MHBgX31q181s8Ug/Z3f+Z1wxsYXv/jFsLP40pe+ZF/5ylesUqnY\nF77wBfvkJz9pZmbf+c537Pd///dtMpnYpz/9afvCF76wUeOkJMuyEGboLSegewYeHaon5CL+Xv99\nCgjF7vH3piIANuF2bCJqWYmVKWa90fs2eb9yP4o4I1exohSBkfdD3o/nx65PPWM2mwUX0qbm0+3t\n7dzBeEVtrEnAWECxqgHclSuTAgH0J64f/3x1ZcTqAeAvqqO+NzYPtG/U7VCUR0ZBQqvVCouzloPF\nD6XOrpQEaCoxoFDknvBSKpWCG8lsscucz+e2u7sbrCL1ej24Aszy3DgiZE5OTuzs7MwODg6Cm6TZ\nbIZzjgB+GuGGFcKLKluOGaCdLi4uAqmY8tPejUZjJcSZ98Z26V7xV6vVXBRbtVrNWVG0rdUKXLSZ\n0r7wJHMF5B64K5mceREDW/qe4XAY5gBWEQjHZhay45ZKpZVxMxqNgkVULfZEcMXq5jPyevHnvZml\no9+IJET3pTYZsTU3FV7NoarKWWu32yEyEcGtBqDVNYq/K5VK7niIIgGwajQWz+j1emsTDK4FNL/+\n679un/nMZ+z3fu/3wndf/vKX7ed//ufts5/9rH35y1+2L33pS/b5z3/evv/979tf//Vf21/91V/Z\nw4cP7Td/8zftb/7mb6xUKtmf/Mmf2J/+6Z/a66+/bp/97Gftn/7pn+xTn/rU2gqarR4fr6I7Yn/m\niaax1kPy+F6zIXpJKWmvcAgf97t4dWXxvNRCybXqF0+BLi+6wKUsE6n3qcVCTa0xS1Ns4MfqqRE8\nMauQvse7t4qUeZEJ3P+esqBcFSyl3EPHx8dhwVNwWWTBIYoFie3quL5Wq630a0xY+GMpCbwpX909\nvo60pY49fWa9Xi/MfVIqlULUkSbl8skjNWxUXQU6JnBFaURNLH07i5sqIq2TmYV2RPRARMpD/SEa\nq8JUU72GoOvCzrs4y+js7GyFd6BWiBiYOj8/D7/jKhkOh4HYyW5Zx5fPfRMT+ESa9ZhyzWazHOma\n+vqwYu+K3NraCgARK8X5+Xk4B8tsmSclxRUyy5NjiZBC4GnAp1FgrP0Jb4ayqyVJw/lTG0DcQ1iz\noBN4YODzIel3qTw2uh74EOdOp2Onp6eB+6ZjxUcz+bnPbx6oFa1xlJF7SIZIH1QqFTs4OLDT09Nk\nf8WA2NnZ2YqLDWm329br9VbCwff29mw6nYa+oww+/wxSZJVRWQtoPv7xj4dsisjf/d3f2Z/92Z+Z\nmdmv/dqv2Wc+8xn7/Oc/b3//939vv/zLv2xbW1t29+5de/HFF+3b3/62PffcczYYDMKptL/6q79q\nf/u3f7sxoEHJshNd59KJfSZXhQ9N8wMpJp63EHMv6CTxil6tHF48b8KfipsCVn6Q626dMmikl5bJ\ngwtfLgUlMWtSTMFqPVKoX8Xfu6nrrKgMRddexirFdfqO+/fvhwUJS4oHcyoaVkyfaiQPouBG84uk\nLIe4f3x4pObo0O+9pEC1V+BZlhVm8dTvNRoCgayrbiWNaEJReWsC4pWbltO3B9YH37d+cWy32yuk\nSk0GhuIsl8s56w8KSBUaYdoqOzs71mg0Qtr/RqOR405MJhN76623QlmoJ4u1H8tkLm40GiF3jdnC\nVWa2yHS7t7dn7XbbRqNR4KvoBmVd+PNsNsudDG1m4QgCwAnrko4HcqcguGKwUlHumOghwNqmg8Eg\nt+70+/1cXzH24fhcXFxs7IJSkAonyx9uqikSKGOj0bAsy8JvOl9jcwmeJ+DV0wn0XiKFVOGru5B3\nqXVKrf88158kTttoG+s803niy3V0dJTTQZChUxYuteDEJJaBn+8ZmwocAcWc04U0Go2wPqRAj9kV\nOTTHx8ch/fONGzcCOe7Ro0f2Mz/zM+G6W7du2aNHj6xSqdjt27dXvr+M+Imq5tMUmtSD5Mzi1gyf\nc0bFK00Uu2Yt5vkeKMVcPQqI+LvI+hCTlGJOKepNolP/IQAAIABJREFUzOexXS0LuS//Zfkn+pnd\nyjpribe2pICYv35TIKTXpcDU48eP7dmzZ0kQmnpXtVoNBFUNP45xVtR0GnM3acST5l4qEsa27gyL\neC5qyUGB62K4rm2LXE8p/ke/3w9E2iIBWOkhe2RBxfUEIRQuBm4T2kB35mrt2YSP491PWh/dzZvl\nyZG6JqFwt7a2rN1uh3WT77woiEJS7URGYxZ6zm/iubTR4eFhciyss+Sqi0/dAWarHK6is7284M7x\nAELz5qT4YycnJ8H9Uy6XV8C42TKJXGz8XeZcvfPz8xzoVf4X5VZiPt9riDbhzTEeyrpM9Xo6Ou+j\nXGargBVujj8ZPiZYoXyiRq+/arVaCDRgPPgjFlLjyB9vYWYrGZS1Pzqdjs3nc3v8+HFoGwA8m5yi\nrM7vCyn4vXJB1sm6xef9IAteRjbxBf6v/N8T71t9L5JaNG/dumW3bt16T8+OSdHuokgY4/+vx/p1\nlU984hM/7iL8r/wPlTfeeOPHXYT/lfcg3/zmN5O/XQnQHBwc2NOnT+3w8DCXjOfWrVu5tN8PHz4M\nikG/f/To0aWUBbsfUKT68THRQZJENglT9eJ9xbHn6Hs8+1r/110WO5tSqZTLi5ByWcQsSbFwQn0X\nXB69hvKqeFdKTGJcmZjo7l2fq7t8PSgR8STOmBUmVR7v6ijioHA9EUez2SxnEteyeDeSXlMuLzLw\nMs5pZ58AzmwJWJSIWNTeuPd8++lzfZ192bT8PGc8HodQagQemdnqqcUIu9BYO3Itiby0TGbLRHWe\n0Kjl9adj80x/hg33MHc6nU6OG+cTzGGNMTP7yZ/8Sfvud79rZhYyz5ot5hXhsXr4JTt9JVQ2Go2V\njLg7Ozs5DoGvZ7VaXbEY60neZouIFdYz/5uOZeZUqVQKVidcXz4VvIq2Ee4t2kT7lv+73e6KhQMr\ntPKulGdBG1Sr1ZzlzCx/sjKCW8LPh2q1upIKgPGi7iiuZ3yp+0HrjPtG1wvqVy4vjnT42Mc+Zm++\n+abNZrOVd0+n05xu0U0Ez1QuCPNLLTT0LRmneTacMMqvoe+8g3VGhTbylrVmsxmIu9VqNWQhRuBN\nUVbuYb2IZfRVa5/ZMtQ8lhDQu7oZB+pGon7qvtPyM5aUwK0WTeaf8tXWbWA3AjR+8vziL/6i/fmf\n/7l97nOfs7/4i7+wX/qlXwrff/7zn7ff+I3fsEePHtlbb71lr7/+upVKi2iAb3/72/baa6/ZX/7l\nX9pnPvOZTV4dLQskPSaf+hVZ1NU1ZLY8iwJTtJrUqB/XF3EjUi4YNTVSFrM8H4X3ewKnpiNvt9sr\n5eBa7Qf1/yrRUN1suoBRJr8Qq/lU7yuVSoHkxXcpkKhtoP5bvouFY6qrQp/Loubrm5IsW4RVqvma\nttTD9minomfCqVDwQlmLysPiwoLry1f0TgVSfgzp+COJVZF4UBYrS8p9gTsr9Tu8gMtwo8yWShs+\nDekIsizLLehqntfQahUA7NbWVjikFWWrh7aaLRbPp0+fhgW6Wq3azs5OWNQ9H0rdbGaLhdu7qsnx\n490k2oYeMFNvndPVajV6aGIMoGdZZjdv3gwRaSQqJM+KFwjQW1tb4WyiIjk5ObFut2vlctkmk0nI\nm6OKdTqdWqvVCid9n5ycRN/tc/zw/JSwhvswcW2/7e3tkJixiC+TZVmOi+QBiMpgMAhjr9vt5lxl\nROrApzJbrvke+MOTUb7S3t7eikvLc86Gw2HgsngXOC4aPWurXF5mhQcUaMQbZHJNHKkurmazGYBR\nLJfUumzbKR6Qiq616Fov5+fn1mw2w5rNaeHoY8Y2bbSzs2Pn5+eXomSsBTS/+7u/a1//+tft5OTE\nfuEXfsF+67d+yz73uc/Zb//2b9tXvvIVe/755+2LX/yimZm9/PLL9n/+z/+xX/mVX7GtrS374z/+\n49BZf/RHf2R/8Ad/YOPx2D796U/bpz/96Y0LabbKpfCptRG/21XRiaMH2inJMsuyQMbD302UiN/t\n+sySXrhelbQvb6yeyLrMvUVRU36irBMPavxOywMhXXx3dnZyCbb4PcuWEWUsGvV6PRk9oEpOFbNG\nsGmZXnjhhbATiU02385KHtXJ12q1QtilWZ60iHjyNnUFEHq/cKwMnlQekxhpnbJrPfwOCeBMmdVa\nl2X5E7dns1nuNG6zZV4TVZRq3fD10cVdk8FxgrYHwArSPJiJCUoBYipcCQ/iUWKnp6e2t7e30i4x\n8T54bx1bt4D634mKSdVJx+7x8bHdvHkzp8jViuX5efQbZVZFzBwlOZ+fVzdv3jQzs7t374Z8O573\n0m63Q0ABz9akfYxZzlwiJwrAlHvgq0Dm5Pvbt2/bw4cPo+2i+VDUooFgWfGWxouLi5DhmbXB9+m6\nBGwIx0ZQVw37Z02BFKscKjaPWMa1/xi7AG0f+ahpGpBYQsWriG6gAaCIH7dE4pktrV/oNeW46fyI\nWVt4p++/er2es2B5IYJPpVQqhbHD+D47O8udW1YUgl/KLgN/fkyC6UkHnA9v9qgeIWzVM+oxM/OP\nxeDJkye53eL+/n4APDHlhGhouZYtlTtBd4S6AGjK+Jiwy/YDIcuyFYuEgpCYdYYoKB103rKjkz0F\naHwSJZ/vx0erKLlV24hy+KRKMTBjtgA0Dx48MLM8oOEabQ+S1tFutLdODl3o9ftYKDbl8yAlReb0\nIFsJt1p2DRf1qcFZIFS4VpPicYihmn09OItFU3HeTqoNIPLv7u6G3zQ3DPdomXUc0Z/epcaZPbqY\nsVMn3T/fUX5E34VSffXVV+1b3/pWaH/uQ5HEAA1lLAI0fu1Rha7tq2sNAQN+M8SGTEHJYDDIXafu\nS3/gIwcsmi2UEZYYJWH6bM7qEqFNtC10DjcajQBEbt26Fa6jfIeHhytuk9lsFlw33W43/KZHK9AW\n/Mb/nU5nJdNyLGUBY0gjBlmbYpbZfr+fK8cnP/lJ+9rXvrYy/+mzTqcT3FPe/dlut0NOFeqrbcvf\nbPC0LznHi/JSJ3WnMYZwffkEmUTRlUrLxHPU1Y9poitZ7waDQbgG/agJDre3t63VaoWyeWthTCdQ\nJtZoPftMdYquW5VKJRfRxTv8uVgxlyDjvdPp2Mc+9jGLybXIFKyDmoVRFaJHgOoiKHKTYGIHIFSr\nVbtx40aYyN1uN9fByuhO8TdUYlyUWJh4uVzOnRsSQ7tmeZOu5tbZpAz+eZTfh3v7Hb5+p6cW6zV6\nrbfQbIKX2Q3F3FXszFM5Gdi1+4ga3CPUmzwTMcsVY0otE3B7fDvGdhu6u/ftofdruf3OTr/3bkBE\nk2exM425I7lWlb22oQIds+XujL7ThYnrYnkgNBpCv1Pxi58/WBDxu3DuVeudRjPFnulN53rtbDbL\nZdUlfNtbRNRyp+CKwwXhyWjbcF8M9OJi8u0Tq4vK1tZWLm1/t9u1Wq0WXDisJco74D6EE9A5xVhD\nreHzqUtOM7yqq+jRo0e2t7eXm5tegWq9yuWynZycrJSPsqmiarfbYYy0221rNBrh3TGwqMoYwUKG\n9Wk+n4d3ah8xlur1eu5k51qtFjbNgA7APe/huI11pP6Yq4pyaJbfUqmUs9L5DQn/+03QaDRaCb1O\nCZumdXqKdxEZRuqBTQSXL+OHuqicn5/nNke7u7s2HA6tXC5H38PBn9zD0R4xN+1KPTYq9f8Qmc/n\nIRGPclTodO+LVcWCotBFWFGkKofbt2+HHSOghwUL5e+BwMXFRc7kj4IEOKxzHanVImYa5rpN2sjs\n6tE/Si72Ui4vM3t6axkmSs8rUO6HLkyewLy1tRU4O7EJSH/7NmHSx0K5vZn66dOnIXkUoqTylNuI\ncgKwYqHeMQDiXUOx65RQDVDxrq9Y/TcBigpi1DXlhbFcKpVyVqxNpdVq2dnZme3u7q6kNh+NRra9\nvR3Atx7yR1t666Aveyr825vB/buLZNMjG8zyocSTySQJOPWamOA+Mctbv+bzeeDsqIvHy9bW1srB\ng36uaL2KDjzMssWxCSho1kbardvtho3d7du3c2vdpqHZXuAApe6fzWbW7/fDOnB6emrVatUODg5s\nOBwGEO/HQqVSCcrUc3CKBMvBZVzz0+niNG49g0lJ8dr++/v7ob99GHW1WrW9vb1wTpdalxAlSENk\nN8vrOU+Q1udPp9OcVZWxCZhqNpu58YPFUYEN89dsOSZ553w+t16vZ+VyOWx4AOH37t3LlYdnPnv2\nzJ49exY2mHDzAJhsGLwAzofDYfTcKuRaABoFEWabLeaqGCqVytqEYzyXCYO5ThcvrzhTliHeww7Q\nJ/CiTFoeABHCoPPv5ICylBtE6+IBiP5mVnzKOGX2YERdazGOCu3AAgkpMhb5oosJfQQ4UrZ80QKl\nO2y1LBQJvm2/K/dtpG2v1r6Y5c1LqswxNxXg1SvuLMtyZllv4fG8CT3dV10L7DS177Q8vNPvPjXJ\nHEBEXaJEwuDXJrLKbNGfLLTULbZoN5vNFZeVmQUTNpsBtWZAEPXZbBWIN5vNXKQEZaYd1eJUq9Vy\n4zBlWfTt78nrCnwUqPt+gm9Tq9Ws0Wis8M9ms5l1u90VUKPkSW+6577ZbBaAJVa6s7Mz29nZyZ2r\nZGY5N7eOb9rx+eefDy4sHc+6nvHuGFEZ14g/KVuFdmRjcnJyYtVqNShGFD7tplwT+l/HBmOGd3W7\nXavX69F0BwRWZFkWxj6gGBfM6emp7e7uRscD45v+ANQDFH0OGWR7e9seP35sjx8/Dn3go34Bowqc\nAGusr8PhMJBrVZTTiCifEVA+mUxsd3c3x51CBoNBONldN8nT6TTMHQ88NGu1Hws7OzvBwkI5hsNh\nONF+Z2cnWG50zqoVexOgei0Aja8I5l+zpQ8PpIeyx9SmoYdYFZQIqaKDloGkqby9eLChZup1u1xP\nMkb5a51TinITkOJdW4AHz7GJkUb5jTZjkeC5RW4FT27U7/xnDwx8ojkGMwsGHAAl8vkyq+CXZ+fh\nzzZSHgv3FwHWlKj1xj/Dc488j4TvYuOFxTa14/fjlxNrU9cjlUolKIZSaRlOSpRELKMxY4WIMjXF\nA9yLiI0oY9qcvtLjARTMmC0WVYjJHuzHRMcPURK09TrwryCGMjIffXuqJQhXdSqrcUq0rN6Fyn0c\n0cCYUoXj+Qo6J2m/GK8sJiguz+nyQFKPO+AzbTyZTHJHNygXzKfc177kDCDAjNYtJX7c+7B3/zv8\noizL7Kd/+qeDQtaDYNvtdojC0XWhXC6vRNHhqkPfsHaSQE/BJuUheo92iwmgD3CnazLuctYNTQVy\nfn4e2psNJHMsNSfV1XhVgXhNmW7cuLGSdVql3W5bv98P8wUgxhjzaRKuVKb3/IT/B4JC0127Fw2l\nxKyZIpOmFjddZJHxeJwbWKp8YrwFFUi3sWt9/fx7vTUAFxjXe3ca1/rdv69frB24r4gf8uMSbb9y\nuRwO7kM4DwUfLhOdg9SIXtIoFKLOfFv4HbgXteR4Xpdeo5wa334oHw9GNaeNKnwfTqziI+2Uv6TE\ndBQJACmVZRTB8qLv5B4fOquHvyLsIDudTqgXmwsWwcFgsHK8gdYFawKWDMCo9hvcq1Q9OP/HLD+O\nUVy+Lp4QraG8amVU8OA3NPouHRvaV7GoSeqqB3Xu7u5apVIpXOixItTr9ZUcIUVSq9XC9VtbW3Zy\ncmI3b95cAROx83lUer1eNF0BEhuf6wCL2WJee9eGF5Q1IELBVuwgYkStawgnpKcE3g2HhNZqNdvd\n3bWTk5Nw8CnZ8L1LRN2sfH7hhRfsrbfeslqtFqLQ9DRu5ix1VItLbLwT2s6J5EoYRwAQtVqtkI/C\nZrjZbAaQmdrcKandzOwnfuInAt90Z2fH+v1+AIvD4TC4+xnT0+nUnjx5Yq1WK7iVzBZzR8fn7u5u\nyItTJNcC0CC6c9LQQrO8klHwo2ZgLz4dNchYyUr+vA+zdCp7T1D2pn1AloKVTQGDVzAgeeX+UAZf\nV+8m8soUQBMjWJut+tf5rDwmnqWWIY1gUh4SoorWm2fhFK3jAsEroBwx9xFuE86iwaKgZ6VwXUx8\n6COAREFgrC83dUXFwiPX+fapkyYuZPHHuoV1TcODfWjxZblWHghoojglNmJ58dZQta4OBoMVYmwR\ntwWumVneclpEYFRw59uz2WyucIwQgJSPdOEEbc3pMRgMokp9NptZo9HIWQXV9K714jfdFMW4Ebg2\n+BvrQwzMUCb6nWij+XyeezbrmZ4KnpLd3V3r9Xo5V3xK2e3t7eWia8yWbolOpxPG0WAwsDt37uT6\nR4+YmM/nQdHFctGwTqAU1SqfWl8hESu4Yu5ouLVaOCCSa26f27dvBwV+fHwc3u0P+NTDF3nniy++\nGK5VAjzroh43odJoNMIz9vf3V9z5KjxL19XxeGx7e3sr88FbZlOn08e4hsyFVqtlvV4vVxednwpM\ntdzwqzSiWaXX6wW3YBHX8doAGu/fje28dPeWZVkuF0Fs4c6ybAXJo7h1IHu/ukYh4VJggLFAb0o0\nU3Kt1sFbTGLKdh2x0QMxvzPxplG12Phnq8tJn6fJDPU52hcKNPRaXCSxxVU5IEXuBgUUvV5vZQHT\nsGYvHoRoH6csNlzjw+6V3Mr3/nfNbou1YZ1AptUMpVmWhYWOZ8R2vT5Syysef4YLnDElIFNWzfpJ\nfqZSqRRcTmdnZ4UJutht1+v1nMUh5W7b39/PcXC0PFpmQJ3ybWgXjYyAl8X89pw2fQ8AxIMZnst7\n10WCqJsB4Hl0dJQDlT4qSV3ozDn+b7fbK+Nb56WuYfr7uk3T/v6+nZ+f56Js4LXwbBTUZDIJO27l\nXug74V2g+Bmrk8kk1/da95hV6fT0NLiANCJN60kfEIVFnikV3fWbLdoR6yARQ0TiYF05OzuzTqez\nQt724te5WH20nufn56E81Me75ODN6blkuLcAeN1uN5fZ2Ecq8t75fB76y2yZkVjHIOVR9zzt9H64\ngTSiTCUW+ILs7e1Zq9UKOeHWWWaQawFoMKeZ5ZWymu61cVQpxSJsirgRMY6InyCq7GJJ4jQrKuRJ\ns3wyv5ioLxxLy7rdhloxeB+iCyJ1iJEZ9f0xS4M3sev9KBl/j4+2Si0GZssomXWibkQtQ6lUyu2a\nWIxjRHLGBCnk1SrlLVRK3NZrYm2cArAKhLz4XBLKwzGznOWDd3uLXJH4Mqn7qdFoBIuKksdRpjqu\n4MfAYVLrFjuumCLhGZAZ2VkdHh7a06dPcyRkykaW4FQAwPn5ee4IAiXE6v8+pw6n+I7H441dqwqA\nPHeh3W7b3t5eGJMxHpp//rpkgutCgvUIAa8MIMJq+KymLOBaDi80y+90iVJU9yf1OT8/z1lvPK/Q\nt906N5VZXsnX6/VgQWIe+3xRpVLJ/vu//9vMFlaiooAMRK0lOjapN2DczEK25KIIGrPFvLl7927u\nfWyeOZgU/iHv12dqTpbLRFdRj03k7t27uZwzmvVaLT6Ug3GM/tG1gDlDOyn3DuK5ytbWIou3ejg0\n+vHk5MQmk4l1Op0c54m5f3Z2Zvv7+1ar1ezg4CAcQZJlWbAsve+nbf84RS0YXskzyb3VxsxWLBHl\ncj49swdMSiRU9wLfqeJJoXHPr4hNOt2JrRvguBD0eAPABMpGy1ck6j6KueU0gsBzMszyQE53zbH3\nahk9H4ln+ZPLFQhpn/rkarpz07opOPQLiO7QNyH+eitODPTyXMaPj7gqlUohn8m6HXPq95jvH1H3\nqV/4ACOqUEulUgA0nrQMGRxwS3liOWR822MtiUVUcT07TU+Gxa0Kn4Df9TezfG6RXq+30e6NRdsL\nAE5ztPA99YWHpcpALXBeFKBqvRF1ZXU6nQB2dH7Q1/TB1tZWzlyvbiqfJbtUKq2Y+pH79++bmeVO\n/fb3ah03JcYzJwCY7XY7euzC7u5uIDvDPaGdtLxwMDYVtZzFrJXqEuTIBY0qpAx37twJmyush2RA\nNlumEIi1DfMOIrvW58UXXwzl8gledU1st9sB0FMXjlZBsBCXSiVrNBrBnc5vx8fHOQJ3rB11PQfM\n8AwtH5agmPgxDaE9xmur1+shms4s39d37twJVuh79+7l1tZOpxMAKCk9Co9gSP7yP0hUYRbthAEQ\nSj6LDbwsy1aUg/JItHN5tl6HsFuvVCrBbKfWAS2/t74wQBVtqjuG/3VgqNmXOpjlD0+Lia+nBxc+\n94sfMArkeKeaunWyqTL1bhnu85wUs/zkuEwelH6/v3KoHWWAZ0W7rnuuHycx8icuMYBXzKqlAEEt\nVf57D+425VOpJU7N6Shk3ZGbLbOQ6hlJAISYwmLB9uAcRQwo0URaytvR+wDfnsB8FaGse3t7wVqh\nkSaaaFIXwVKpFNwiutCrNYNypiyF3tJ4fHxse3t7KxwMlIe6Yfymy2xpZVBXJMTp2ByKkWuRGKg5\nPj5eAfK+brgTlICq81PrdnBwYEdHRyGEWSN64K0oiJ3Nlufy1Gq13CGH6tpSKQrWaDab9uEPf9ie\nPXtmo9HIPvCBD4Skis+ePbPpdBpAgG8Pxov2ndli7eU8IR1PvFNBNIRV5q0qZHhVjCv6Fb7ZrVu3\ncm15eHhoFxcXUXcOYwa3U2zN0vGE/vCgw7vxUzKfL5IQKhndbDne+/1+rgw+2zDC+qU0BL+2pMoB\nwGSN2trasqdPn9rBwUEu6kuDAVJyLQCN2apFQDs1FaKsu/kUyqTh8b+yG1LToN7rXQ660KVMgj6/\niDeFMzh0EACuYvkTeF9KUrtHBVV+0dI21AVBF2Utt4aOe2W+6c6O8qTcVfS5utSyLAsLAbuu8Xhs\n7XY7B/gQJoju9n0ZFMB6QMn7dfxdXFys5CdSie0StS988q+YCZrvdFFDQeiOkYW1aJLrgYkxiyXP\np05cQzIzs2WfcLwAZfP9TB9oRlcfRkx2WAiYyMXFRe4wS/9MpNfrReeaWr8AV2pV8QpzMpnkXFZE\nssCJY64PBoOwk9b6arQYYHEymRRG/SBqYdTPCG5rVZxYVXBhoGA7nU5OIXvrEH+ra1fHo3KUYpYO\nNkze1aNzaR1ghYRLNBFtxDrrCaek7gd84FJrt9t2586dXJvpekyfYrlQV19MB/iUAF5iltwUn5FE\ncdpn5ENS6znthfuGsaxzoVQqhQhOIr4gzcY2P/47T94nuEXdiHwfWzuUX3dxcRE4aIwzXMlmS/e1\n2Sogo+08V1XPyxuNRjkARn/dv3/fms1mcpMUk2sDaIpknaumXC4HEze5NlIkYbNFB9LhXBtT0PP5\nPLeAo8zZLcJdwTyobhMlWXrrB2VhEputHkXgI5sQrlu328floHXhe8pV9BzlJsXcTR7UqIuO98Se\n7XlAKrqb9WUpqu9VfysSDz6w8HnSumbF1aguBcKxMrDjNFv6mJXzkmVZlEyNcHig2VLharLEWGQV\n4t1lem3qxGPfv5VKJZfvQ6Xf74fDCDUVg5aDMtTr9ZDNWcdrzO3n53TsNOxyuRzaDSWhIfNm6RBZ\nNjvUKaXAyR7r54Au/IhaP71bV+sQ499xEnVs/MT6lay7EPGLgNf29naIaMIdp8RhBYJwHEmQRh0J\ns1Vw32q1cmuHt3Ahvi81BB/B9ZIS3UjG6AVs3GIukkqlkrO6qJRKpVAPQqQ1QharT4xXphwUD8oB\nnMoRbbVaOStvrVYLmwq1CPKe6XQa6qUcKbWu6pjRdQKJJQUERHsw1+v1wjznyATNUYULO5Vk0Ozq\nmadjcm0ADYixSMF6LgrIX0GD992zoBQpUSVvYlLD1x+7vogAi6irqaheiCYSJPMq9fZyGfeFF8/7\n0WfSxpqZUiPJ/G5GgY53a3l+ge4G1E1BKu4UI56FR83DavGgz2I7Vqxg8/k8CqRUSccsAhr9QXlj\nplbqqO8gf0vMpRhrfz3srgjA6/ijfnr+V7/ft729vXDYG2CHHZUCC6xyuuuibArgNHJIidRF4ueJ\nt2J6wT00Go3CIu55OkqYHg6Hod70P+OTsFdcc0XuzssQN5XkjluY9qDtlNBstgRPzWYz/D0YDKzT\n6SSVNaRcdTF6omSn0wmAQom1/IsdBghREzA2nU7D6dqVSiWX6E+tpzouvSXCLM1ribUfY8Jfrzt+\nlVqtFsql15HplvebLdfcvb09q1Ty+X18NmD6krb2RH0vOvb5rGdB8TwsHDyX9Ym+h/A9GAxC7pZy\nuZzbSJB3qFKpBKCh0YMx/trh4WEYB48fPzazZcZqoudi+an8Rmk+X4TQA2J0U8IxC+gHIuH29vai\nG3g2ZhgDnj59aoeHhyt5e8zySfeKkt1eC0CDOVddKeoaUIY2v5vlTakxM5VyKzj7CX+8N7WbLTtX\nF8GdnR0bDAYb8T40hFP5MpRXLUFMLkXr1EWjEBiE9Xo9t+OJWU7K5fyJ40qEBsh4/o/6u/FzxsBB\nkQBSsBAo4IwJ5cHcjHVCzabsPnzoMfXy4Yu8L0XMTikPJc3FLGkqKM0YINEMnig77Ud/jyodjTZC\nNOsqQIlIFF2Q1E3FIvHs2TPb29vL8Q7U7J3qF83b462CsXt0h6jl9HVRAi67OvoD4qMPqeawxel0\nmjtkcBPFWQSciMCizPP5IkRWo7uYgwAU1gyzBZDCBboJyV/bACHRGuXkFGR1z8YUPODeW3Xb7faK\nWb/dbufaan9/f4XfVhRWSxg+a5kK/VEqLQ7w7Ha7dn5+Hq7T3CjqtmD9UfIzbrbY/GTc1ev1nFvZ\nt8vOzk40d4lXnAoaGFuUgegcr2gBSfQPFg+NMMPFrP2txwQgs9nMer1eAOw+Uo/+A7zoyfZqZVI3\nNHUgBDymp3zSQg3xxjqqesXnPJrNZlFLlq43HnBrVN75+XkAZk+fPrWbN29ap9O5kuXmWgAa3fHr\nwPFRHZrEzVsuVGnrtUwKkCITA1/0fD6PdhaiyaGq1WpYcGMmTCTmLtJFHMAW43OkRBUA9VXQZbbK\nRVAlbbY8VVjLsG6nHStbzFKh7jOzJccBpTCF0RrLAAAgAElEQVQej4MS95YP/2xdbACyvh4qvm18\nG3hRBe0tHv4ZKb4Q120SqQH34jLWAA1JNbta2nBddPGJ47dnHDMn1NKpbhuEeiqgw/WqC6K31On7\n+VvrN58v85koMC8KkTYrnjN6oB+mf4DUw4cPg1WCa3y0jrdAFgn9owAE8q2ZhWR3lMvMQsSiHzue\nDDqdTnOKnk2NShHfQC0n3nrKGqqARc98yrIsd7ghkT0KgHR9ic0zD4x92YvClDX/1Xg8tuPj4zBG\nfbp/AgdQ5swV1pjDw8MV4KauFLPidvR15TPAAFDzXkTff35+vjbEv0jUTaVrrd8cYnVttVoBRDFG\nYxFs77eo2z3FgfRyLQBNTFThqQsGUa6B2ZL85U3dSnyLgZBSqRRIjOQtWafkzfLpzzcRvwPxCzKu\nHVBtkVWhqDz6fN6hGX+1flmWhQVN7/cRWOxIvAtFlZd/P4s2f6uFLbbzxPpBvX1fQTL1kUOx/kKB\n+mv1WUjM+uN9/dyrY7LopGOVmILXZyKA5eFwuELGLJVKtre3F3Zh9AcKLssW2bXZcacWQ4CiLp6E\nYnKPum1Q+Cx8Ozs7IfKEeba1tWXvvPNOeJZGkZjlQ7Bji1WRNYV+YIdeKpVy7ijcxd6NEeOlnZ+f\nh997vV4ANZsIXJRUHiglKvtswHzvx4A/RRkrDX3M2K5UKiHvh/L+IAx7gqpvg3q9nlxP4D8QNKEg\n349blKNPj2GWX9uUx+hdhwBlALTyLmI8Kp43m82CgsUaBeChjHpw6jpZx82KCW7+IvCiay7J5tYF\nUMQsYDp/GXtZlgVX6vb2dkgyqr+nkr7qxpm5zOdmsxksyJx6XiqV7AMf+ICZLawvhJXDzcEyZ7aY\nV0RZDgYD29/fzyUMNFu0797eXiiPcm7M8v2xt7dXqFOvBaDRdNYszDFzKC6b1O7MDxz9jAnZ82vM\nlpMGRccir26DFPcE8S4LrBKxqALvOmOyeEY+roKLi4vAJFdXmd9VoPT1HfqsWBvBA/DExdgz+C4W\ndRazDhVxh9j9eRAaA53qalBrDQu1EnCxqAGKmHjkUfB1Mctbz3RhR4nSrimQ7Qmzamng+QghlGZL\nJabP9qn0VW7duhWAonJZeAZtAVClX6knrhZ9PnVtt9t2dHRk0+k0pJiHq2C28Gvj/tV69vv9HKBY\nt9PlOu4ns6mCFw7HVK4VoFuJ1EX5M7a3F6cps7hSPxWiejhFWdPF67t8WxWJlnt7e9tOTk6s3W7n\n5oxy1eg3XK7wHZR3FrNmDofDHBnbl03nEeumbmxms9mK4vEhwuqGns1mIZeOV8IXFxfB5aOEay33\n7u5uYX4RsyX41ajD1I693W7nLCw6x8iAe3h4mFt/AW/UjzWBSCzC1JGdnZ3cuu3zPNFenvtGZFGn\n07GjoyOrVJbnUN2+fTskl2M+QkJuNpv29OlTu3fvXs7VCojD0qtzrlJZZPru9/srngsALuXPssxu\n3LgR7sMCyFhXkMFc7/V6gZNjtliz9vf3rd/v28XFReAmPX782E5PT+3Bgwfh9HMFyCcnJytcPdWv\nZos1BlfdCy+8EO33awFoYtl4zVa5NKq4/G7J74I8eVEnScxdpQu1km6x7KjCV6sAqNwvKNQBXo4u\nKLFdCMJzuQe+iA5gXHKp9tPnMhgbjUYg1/l28pENXrRtsywLJ6rqd97Co/0G2PMnEBcBRD1oTUUV\ntIaoxszxKgAQeD7aB6kdF1Yp2peFgcWbE4j9wq0hqrPZLCgQFkSOCFBSsxe1rvE89fGjAElKqMkJ\nS6VFtBLuJM8L0J2s5mfhPURi+IinyxDRGeukZWdssShTTh/9pAoRwJqymOqmQdvw4OAgvH9/f9/M\nFuMIV5C6Xs0WycVGo1E4/TsmWi7qwtzBGqg733J5mfuk3+/b/v5+2JmmduwchKjrUYpIzhjU4wnM\nbIVvYmYhrDjGr/MSS2J5GeGAR7N4/hwl6SsIKXIh1mq1oOQZ0+Vy2brdrpVKyzBqFHK327V2ux2S\n+pH7R61M5M4xW1IdsEKy+Z3NZnZ6epoDFqVSaYX4i6VLLUw/+tGPclYunWc7OzsBzJgtNjkABO4l\nTcV4PLajo6PcOUxaZzML/CUFJFmWhXcAks/Ozuzs7Mzq9Xqw7Ph2Pzo6svl8niMAKyCbTqf27Nmz\nMD5PT09zRxggcGZiG2Xa3OutXq+Xs+zF5FoAmpSg0FnUcF0oOVbNniherAPj8Thqfse1wfU+eirl\ndlJQFftNlXcMpFy1DWLvYiFVgU3uTcPrhLKORqOVMFYlL6uJW60EXpTbw64hZk5G2GU0Go2oWZw6\nqcUnFlEV89er28xstT3JowKoURI2v3vBlLxOlPfirSKawArQHMsNpPf632OuWC/r0vEXSezEauVD\n0ab7+/t2fHxs3W43eqKwX6CUyGyW30Do+TK9Xm8ljb9GJKo1BFK2WZ6E7Un4sUSAuriSrLFIwerY\n0jG9iXUK0bmkZ/GcnZ0l389YwaJA31yFXFmpVAKfKgXiNFeXpqIwW7af5ltB0W5vb4eTnDVyzmxJ\n1NUyc56TB2eQyXGb0b4AUs21YpZ3Aw+HQ+v3+6GNjo6O7ODgIFdX2lgthtPpNIw/H23jibfq3gU4\nZVlm7777rpnFjwsZDoeBWM47YpGzWOi0LRCf9M9njMY1ViQcQ4CkohBjEXZeijwj6zaumzxP5VoA\nGjqdfAf+9GAWK8ANO16zfGQGk48oExSHLqjeDQVoYjCbLXMieMuFTw2vUUbq7lGSpCdieUuGdra6\nU2KIFlG3UoxohwVHXQCYtz1Rzz8DAKKmWcqVWrCVy6IT2OeWUDOkWiC8+8S7FmI8F98+7FJQBoBg\nDatV8S6F2Syfcns4HAZ3CM9Q15fnb1C/lJtNzem+7Cy6qpC1rrRlkWi70+Y+GRocDx/uqgt4pVIJ\nOzBCebW9p9NpbhPBvPFETcoeW5yoH5YyXfQA1ZPJJPAmGo2GDQaDwlN4FRQpiPURZKqEqIcHbTHC\nbgzcqRsJCyRgb3t72/b39y3LsnAo4mg0ivJOPNHWn8qsopZRBNedXoOwTvEsyMaEbGvYtj9mQonO\n4/E4nHrPsRXUodfrhXnKZvL09DS0PZYGiMYo0kajYXt7eyuuUG9Jf/LkSfiu1Wrl5pfWne/JGhxT\n6vBv/MnTlPOyopubos0FZfR9pxF0yHy+mo9rOBwGwHbr1q1gQZnNZra3txfmCkc+mC31VbfbtX6/\nHzYclyUwl8vl4FrSM9bIhZNlWdjU+GfrOo+lSHUOluZNzvozuyaABtEj2LVT6QTlSKjJUhcBf/Kq\n7oR8dI4ny6bMrfp8jaLSvym7JxvGMvUqYRIynHd5bSI6kbBM8S44N88995yZLUmRyrdQPo4HNZ4j\n402agBO1dHn3ibYv9Yq5EBS8UH5PxNXzV3zob8qV5y02mEHVZaBAIyW6A0oB1diChUIv4jesW0RV\nSXirk44bPfFWlTfX0jd6OCD5fyjD48ePV84AUitITPxYZSzo+TPcr2CIJGA6T4t2coAZds0ABS3H\nwcHBCoDjvUVEXc2wq5siyu7XC37XUPTZbBZcEaxBjC3Nn6OuKawtJEWs1Wo5q165XM5lbvZCThPc\n77SvZm9Wtx1lLpVK9uTJE3v33XcDYKUuR0dHgXTMuMMdqfwur7h81lraElcX7arXsWlQodzkp2o2\nm7k+jfG0lL+oz6aNdU2O5XDRSD8zC5wnsyXfQ9v05s2bUQXM+L17927uYMebN2/aYDCw2WyWS0bJ\nJliz+WIF8nLnzp1cuDfzAFLv7u5usLo8//zz4TfaYn9/P2cF85v8Wq1mJycnuT5mLHHgab/fD2NW\nQ/LVime2HP/dbtcePHhgh4eHNplMwvxotVq5TRWueR8NGJNrA2h00I7H443Ntxr6ZbZEsgpciu41\nW/qYEXYfCljULaXAxPuJyd2gRMlarRbOrtDnYxVYF/qr71aQwDt0MCjRlus8ONH/i0QBnRe/iOjf\nEAl9+S8jqfLpzpD30nfqwmChQHzkknclQQpUl4Z3HerfKSWDclDrgLeC+WRc+p1aIfgOHtTu7m4w\nvfsdXBEI9uQ7nr29vR01VyMayWC2zBSKtFqtoEQVGHm+WmwXGiP9awi0Lqy7u7vBnRo7kFHrBM9C\nlTSLsB5DoiHIesJ2katW+W3+vdr+fk1SifUTrp3ZbBbAFVEhgMOzszMbDocB/Oiao3+zxlAnzXUS\nW2dOTk5y86RUKgWLCnWlTeB+QZTdZKcf49EgKC4fdefnpv8OC5sGV/jNlD8GwgcyqECg1/XZbGm5\n5MiDO3fuhLZQLpDv69PT09BWZmYPHz4Mivvw8DActaFh+RcXFzme49HRkd28eTM800eikQWbDYqu\nfffv3185sFYTpJotkuSpOxewofrLHzFDmyvobjQa4V7aBR387Nkzu3Xrlo1Go9yJ3t7SSTmU+pCS\nawFoUB7KPsdt4kOFSdRTBFZ8uGGWLVOax8zgunsq4np4iUX3mOUPDiuXyyG64smTJ2GgYQXRXaK+\nl1Byn51XOxtLC3XzFgvqqjlCdEFVl5ruorjXu8f0N584Tb+j/pqC24OjlAmWaxSsbWKxivWZHiY3\nHA7DNbowqHWI93jLAkRBtVx5PhWuAB+NpaRrbQfKpf+bbR4pFBO10lBGraMf9wAPeA3VajUsVjr2\n+IyCoN4prpkXdQGxS5zNlic36w5arXOdTieQfmk3XFvNZtN2dnbCgr6zs2PD4dAGg0HOpcW1mjCT\nMOGLi4sruRlUUm4GDctWaxCRNH4+qVKoVqu5M68uLi7Cs7wL3Zf/5ORkYwuv2WIXXZSHa51gqdXD\nLSk38+ju3btRt/HJyUlurmN1Z83HMryzs2O3b99eidSaTqe5yDVN6Efder1eyH2lXBBchN66DqGe\nMiogZG6wfuO+5L3Hx8e5emo+Gc1crXVV2oImZh2NRvbWW2+Fscwp3dSd/3VzjFB/tRI9efLEptNp\nDkwQBg4Zl/eoZFkWiL+6CaDMZvkxqAEbN27csF6vt7KeKRVgMBgEq5XnW8XkWgAaFizAh6JNFiBV\nJGqSUmtOypUButUj4nF/KApFASnZT11cfpcZ4y3Edv8x8bsF2O8qupBBnI09RwcUAMa7t7jWc1Rw\nyfmBBPNf66ouPrP8rmCdNSzlUuBZtNl0usx4e3h4GJJm+bL4vtZdHAuRlinWJ6nxojv71L2bpnvn\nOboQ6MGTSkSPvWM2mwUlgXuB3xCNemCh5n1+EWQceesT6fw3lZgVjHwUjMHUPABAqVVR361RSPBr\nACQa/eP5WsrzoYxIqizegqD8I7UGakgvVhPexXuJcKP+tHPMPaGAOlW22WwWSMIqROEo19Bs0bfN\nZjMXkcK1yhvKsiwoLlwyvV4vrKtwFhVoMO6gAyCE2bdaLXvppZdC3Qi/jdEB/KZRgz8ot/YJ3CSN\n3Gk2mysRhuqC9KRahH5FiTabzRzloNfrBeDS7XYDWKDvOSoEHufZ2Zmdn59brVbLuYuIIur3+6Gt\nZ7NZIAybWQihZszFwDXvZl1UCy5jaGtrK7eRoX4adTebzVYsIyq0Aeut2WI8c4+3jDL2UoRyrqH/\nvQVTuWxmyyMjbt68WbhJuhaAxmz9EeixXUfMf8/gN7OcZcJsNbMl6D/2XDoXgXDKLlPJob5zlUCo\nIChGnFRRxZciVCIxBbi1tRXK/Oabb9rrr78eNQtrVAfPwYTsrTQpIKILkh5dkdqx+mfoIrGJ+8vf\nG5OYf1zff9VoEJ6pkTXsFn0EkvJztKzK+aItWPQUQGNNVDAfIxJfVnz9NReK2TKZmkZ+MI514dUE\nZh68K9hQaxj38r/uRItE+TXrrKZYaFJSqVQCuRghpJu8Hjomr9LevV4vuJjVFaHnZaGYFVCqUoAv\nqCR1TXuvbYLQd7pRibVXynJDCLSSlr0Q0eQF4HJ2dmb9fn9lnuumjLHGPdVqNSiyra0tu3XrVgAs\nsWgk/9yUaJZoL2rR89wYH4DQ6/VyvA5dywHkRQod0flyWeEeNj8xrhKiLibPhfObFc1mrbK3txfa\nr9frhcAOuF5+MzmZTEJkolpsN7ESxgDc48ePc642L9cC0JAfhAmVZVnOVO/N9ilJmatUKccIZCpF\nv8EX8Nd431+73c4NmJs3b0Z9wEpIxcpRrVatVquFMnMtLiAGVCzCine8+eabZmb27W9/2z7xiU+E\na3Xyei7N1tZWzudstpgwp6enYVeAH5aBqDst+ghLGArUt5e+X33g9Lvnh5ATRXfIGuLs+4xyYAWo\nVCph0VEXVKlUyoUCM+bI0UBOCi0n1sEi64MCoCKgplYtVT7KWfAgiWsBBTyfDL7s9llodYHT3ZDu\nmlkUfdQHz/b5TpTIe3JyEsaEJjBUy4uX4XAYlGNMQabmH2Bf5zhKkLbqdDq5nWQsRBsr7MXFhR0f\nH+cAmoYp4+5G1OUIuXx/fz8AQ90koKQ5QVvbIQZIyNND+8OZKjotW6Xb7a6Qmv3fuEk0lQLvVjcB\nAthTRUiWaNxMOl4YT9QrBlZj0WQq+n4y0zL2U6diN5vNADwAStSvVCoFLk2pVFo50wgXpdlqMIde\nY7Zop2azGbhdbBxHo1EAD3fu3LF33303bFz9/J9Op0FZ62bAH2Q8HA5DNJau2egDpR/UajWrVCor\nmZ2fPn1qN27cyBFwzVbTHnDm12QyWfF8qPVcXaKx3GAa4k6UIvfoWGCN3dnZCb+vczOpXAtAg9BQ\nuqs1W04S3dmhMNWqwOLBIquHcCG6Q9QFy3NGCLuM+QC5V4nDKuyY1K1TdL3WUevvoys8r0HLQrvE\nSJO01SauMBUWbkJmU7s0LzGejldU3vKjbR/bPWh7eleAvkcXWYhzlJt08Z4H43k++ly1xtXr9Vy6\ndp6BpY9FlPbGuuJ3Irpji1mu1ol/nu7gi54DOVnbGsvcZXgXm0oM1OlumPfiJlHgofU5OjqywWBg\n9+7dC+1/cXFho9HIsmyRMIz+r9VqORfcxcUim6m65HiHRiqZ5aOhNCQ/5RbUPCcoxBihscg6yCZF\ns4ojlJk8LX4zwPUceIjlUDcX1GU8HoekfdoHZhZcRiqe50N7mS0j5iC/6yGzXpS74tePg4ODlRB6\nBeB6lAOC+wseVMyNolwpnStqAY+thZQPEB9bSwEy/pgRT6RuNBoBLGP51LKQQkHdq0+ePLFer5er\nkwda3gKibjU96Z3swiTYZL3tdDq5DchoNArv572UHfFgiVB5NtLMceZmu93OAaCYMGY0HJ//izaC\n1wrQFElsgS4KdSaUjb+VZGq2jPzQnb+GPTORSI9+cbE8X0jDpcfjsTUajZUQZQaQKl+9Znt7O7cr\n9oueLjzeZebrqkq80+nYJz/5SfvmN79pb7zxRnhOiqMAeZUF0fNIvOAS0VwZAAMWWUBCkVWNXQW+\na+73/Uy0hx5PH3Nz0DeeN6MTXy1V3JMCEL1eb4WorW2iu0B9B5NaQxr1GVyrUVBqxmXBbLfboW0B\nSVpvnfTKMVOlSL9SXsroI9L0WuoI+GPssXubTCa5zQTuEUjslUolt5tmwSf0V6NPKBPZc3H9KPhQ\nefvtt3Mh4Ao0GeOcRVOv18MCDTDnuUSSYEGJKbd1Y9cDw16vF3UpEBmm/QLIVSupWrawFOnaoCAM\n8bwELCepjY9Xupr/hQyy9N3jx4+t1WoFq8ZsNrNOpxMirjzhXMs0nU7Ds0kboeUkJwkcRvpS27xa\nrYY21Q0l7cj7e71esJx6K46fI6w5RMNpQAUKFgvKfD7P8bx8kj3mrwJq3g+XhnshB2vwBWHpWqfU\nmNva2rLnnnsudwTBfD4P40S9DriHtewaZYjVKpYkkbqopd4fxaHt79NHPHnyxG7cuGGnp6c5blqt\nVrOzs7PwnBhgoe3WbeiuBaBR1KkAQM8RMcsrrZilQxWUEgPXcTRQxJ4wq6ImchRvLH23Kqx1nQOB\nU10voGk/uL1VgXtSGR7feOON8Ewv5XI5KCgdvNrW9Xo9mDd9WWLuHh3gLPZKnOU6HejqZqIPNuUu\nsMOh7vQHbaPlSoma3pEsW+bbwd2lfaL9qxLbKa4bd1m2zOjJIqgHzG0SbafcFMql4dM+AzKC6Vzb\nSvvFZ0pWLgH9pkcxqHVAAfj/196Xx0h2Ved/1dXVS3VVV3V3VS/Ts/QYe4wNHoaYXcYCY9mAsbGD\nWZQoSJCEv0ISiSgCHCUoEgoiURQpkZCJgkQWZQEMEcIkDmYZiBIwKOCAbfDgZXrWXquX6prqrqr3\n+6P03fruqfuqe0zAbv/ekaxpd1e9d9999557lu98R/EjVgjo59jUmImT0LVqtVrX++h1HUuUGRd1\npAdNPMvg4KDrmWP3ld6fBoKtHKSoYQHAo3nQvWbp9Ck8wGxjSjWAQuNS2UsKn++Wc762tobR0dEu\n3OHY2FjP90zHbWVlxTmZGxsbPfeH6vj+/n5ncJATJdTOg4aqdXL0Zx6uFPsu19bWUCwWg5Ehglsv\nB/PHz+reCgnnjrQMlUrFcQRx7GNjY6jX607XaHWQSiqVwtDQkKeTaPSxqouGJh2U5eVlVzHGCBX3\nIyEEfX1tgr2+vj4XjWO056mnngLQjjKx/J3RIJuqnZycDLLCc572fesDXWCK4ma4ToULwk4Gf28P\neHos1lq3IV6NKNjf68bQKIIShXFxETymhyU9aAuG5H3Ukq/Vao7VV5/NllCH8CxcPNqIUkvh+Rnd\nVEpEqJuH4wspPjVUVBmr18YwpRornAuKjZhwnPr/DO3SWNHxhHLUDIVa8Jo1BHntvRhQOg+h9EPI\naOQmViGoXKMlakABHYNht/HYEDDvSZyE9fqIC7LPTQ/YckvQ86PYCJhiaoAODkQPmt0q/pRBFugY\n0cp7o+Rrmi6099qL2JRIvV73UliAXzFkx09yNI5FIyEaxudcahk8n49KXcei0U2K6qIQgN6urcHB\nQTdvfHc80Ljn2CBSUxRsOmoNEuvF23mjniYjOZ8DQFdEMooiZ5Bop3M1PPjeyWTM98LWABTVuVY3\n8fnVSGcUkXuY2BTF/tlzhs4Fv2tTsjbaz3HqWtH0KXEwymLOseZyuWB0olgsepEp4sfiqjWZTgT8\nNgwcL1PvFOUpsvfuxcrNdVWtVtFqtbpwSRSdQ70ffyYXz+XKvjBo4ixee7hZw4SiOIjdwseqZEIH\nKq8VUi4WjMsDNtTET3P11ihjJUTcc6mC1/HZQ0oVBzeIprGolHm4WqNNFxQjU1qRoEBKnT9yltgx\n6EEbGjNBqhqBUwNKMQycM62+0qgbw+vWCFXjgGyWFkiq99T0GXPdym0xOTnpDv1QtIpzp/MTwv/0\nEgXjafm68vjoPGtkCuh4f1SANuXXK5oZiijyd9wHz6Q6LCS8LllNLRaI71nvl8/nHX8Tgd4UVhMx\n9afvQQ2lvRjpe5WQ8REnlheIxgzHDnQcKTWI7JjjZHJysiuSwOuFIlSWAI3SbLb5RagXCdjUvWgx\nNloWbZt9EqjKe9r5VqCvRp7L5XIXUy57TVEfKXdQf3+/tybsvqMTx3lRIz2bzXoUEVp5xuuTyFLZ\nfTc3N3d9N81mm/CuXC53nQ2ZTAaLi4ueTqOettQLavhcuHDBpb3oUNo1SEZettmwOjgUkQ4JjZmJ\niQnXGXw344Pl/zs7O947JIjcYtUsJxoZj4F4gDawTwwaKwR8hRQPD+IQiFY3R8hACKU04owp3Qhx\nYwx59zZtZq9HYQlcr4ViKzZsqi3EtqpiIwH8WcObQFh56mFnRQ3NvYZfQ/gYNj67HJR73P00j6xi\nw++cQ24wKi8qMuuZqHfF64XSfFT4BEoCnUNLDypG1zTq0Gi06cWbzSbuv/9+vP71r+/5rPrM1WrV\no0TXMmyORw0jiioYVnQxpE4vlteh8c6OwNls1gGuWYlCj43K2IKhtayaJdSFQgELCwtOUdfrdYyO\njnZFLAE42nUqOz2s4uZGRbEyWlWieKAQIJmYH1a8cew6xxTOM+fOcg9Z40MNBiVk1DFYo1QxZNVq\n1R0YFqyu3yGoWA0qoJ3C0Eq4vYjtmwR02qoA8aX4HBcjMJcrvdKWVpheYVTIjjsOH8g9rNe0FZcc\nC1Or3OP1ersRspahKxUDdQ8rsWiQVKtVr0N5r/WlRooay9wHbF1ALFzIuWfkp16vewUvjKYrUJvr\n5ac//an7/vj4uGdEUm+Q5FCxQjrvIYmDjsS1fwD2iUEzNjbmeb8a6rUll0CYII7f09RASKkx/7cX\nb8imGfRzOiaGZ23fEXsdXbj0FvSaVNahdAXQSRXwmZvNpusjo5galWeiPCjMm+p1LdCZ88x/bVqH\nRpt6ICp6KMVVSYQMUhpDOt9nzpxxPx89ehT1et2l8Di+OEM0JJZZVMP+Ck7l/+s7y2azTgFanAvp\nxXktvu/PfOYzAIAvfvGLuP32272xaJqPoHJufOadWZJro5Xs2cTvEgfCcXIcrPJQQKGWMvN6GgVL\np9v9sHh4FItFR4QY6jPE79JAKBaLaDabDhTKDs1xxhw9XqZWFXuilW+6//k3ftZ6zWos6Hxz7qiP\nGN0LReps3l/7x3FtEH/A6/fam9vb284I1IOS82XTlFY07R0Cy7LrM9ANeOX4GN3knh8ZGfGo9BU/\npeO+dOkShoeHvRY0fBfahoEp80wmg2KxiGq16t4h1zjQoQKwOl11kGJoWDWn2ET9jsX1EVPI9cmI\nUL1ejzX2BgcHMTQ05HXOtu+TjPaa+g+JjlPhAvwdf7bGW6lU6urfpkYc54N6R9doOp12BReVSsUZ\n3Pw5rgCh0Wg4wDevqRFjthdJp9utJJrNJmq1mqMBsEEFjWjb6GxI9oVBQ4nz1G14ig8dwkCEQLo2\nzcKcLV+UnWD7O4oe3HbcVCosadQxaG4zjmE2hBVSSvo4UUuYG5+VQ/Z69Br6+tp8BjyIuPAHBgZc\nKJYKhakzreqx96Yhp8rKpgFpTGjpJsy0c/MAACAASURBVBe+5swVkMZ70NDReaNxGAfS0w1pjUA+\nK8njgI5C6Ovrw/T0dNf7t+FbKlH+zL+zI7fdmK1Whz1XKdv1UFbRA4/Pz4New7pUUhqFsUY1o512\nnhqNhguna7RP3zHfixp3KpqqANqRlI2NDVcdyGtboaKLuy7Q6cbMudb7cF9wTWsFSCaTwcjIiOcA\nxSlKAhh1LnSM9Fwpms5hKlLfP9Ctx0I4E618opOleCqNaKkjwAPHCg0EGo6abtbPcO5UqL+4zlRf\nagraRmUoFt/H70RRhFqt5vSLFeoPGle2coqYuI2NDQ8TY1PvnFsafSEPn20yNB2vspciDosxtEzF\nQCcyoyzNqr+ZWlFYgVbIadRiZ2cndl1ZTAzHo6JVXHzG9fV1N290oBXbBbSrCZ9++mkAwHXXXddz\nTlgJqu0jOI5KpYLx8fGucVHv8zzQ+dgtWrivDBpgbwyDIQkpFopWqgBwIeZeVO9xuXarJNlrhWJB\nr2zUxQVoafxDB5reQ61qLlAaCBodAfwUk01HUVmx5JR5Xob1Z2ZmXHpF50mbDgIdxRbHraLPHgdg\npNBz1b8TkKZjJ4GUiiofAqR3E6uwtHSaxvFuHoI+t97TVszYEm+grWjj8sPVahVHjhzB008/jWuu\nucYz1C5duuQZ4yGK9b3iOoBO2b6uWyokXW/Wm6rX664UXlNzZApVUUNbvbdHH30UAPDCF77QAyPz\nelzjNBxsmkSFBJRnz57d03NboTFt8WQWvK3RRxVGDfh79bR1vSr/lIL2VXgPRgpCkRUK0550Dmwa\n2mICCdJXGRwcdBiz/v5+ZxCyk7SmZfVnfg/oGBBMnwPwOobrwUZuFsXW8PN2rKG5odDIocG3FzxU\nHPbNiuoDikbz6ewBnb3Rq/kmhaX7oetbY19xhJeTitdoE8+lzc3NLjgGKx9brRaWlpZQKpW8tdFs\nNp0xA3SaZnLcTJGxcIVrbWJiwlsnKqwQ5nNpKwg6uhqd6yX7wqCxQNC4/hw8vG1ukmFgRkAouogt\nAJiWIf+1YFbAL8O2VSX8f5KacUytVoe7I9RQzlYlcdMrkj6ufFkP/90MP1r6jG4xwsLNvb297VnO\nmlriogwZIuxbYsel0mtsNADpkTISpSSIcQrCdsPmocwD48CBA+49aGRLoysWUK28L/ocIWVio16t\nVqvLELDssvwdD93NzU3PY+VmBoCrr74a119/vbt2qKIqlUphbGws6IXGzbtiOrgutFzapgjjnj+E\nm2IPqImJCZd+0s+q0JihMJrAw/To0aNBrAlF31Emk8H6+rqLdHEdWZIw5Xfh97iPaBCox6oAU9Ul\nytGjovuJoo4IQfRAx/tkOocRQs412Z+jqM0Hok4Y1xLTBENDQx5xo5bLWxAmU0Wa+qZhomy5QMew\ntVxPej2mdicmJjxdHEchoWK9deK18vm847exOnhiYgJra2vuHafTaa9RqlZcqVinTqk3BgcHHV6L\ne4K8ZHasZALWYhLiRnSsjFTrNVOpFNbW1tzcayQMaKeItPpQhRFDdVr4Oe27xXkqlUpuLzFSHCdr\na2soFApYXV31zs04ugOtBiSbu42cc35YUdnX1+eMWVsKT4dFaUP20kZiXxg0Wslhc9EaItQyZaAD\nzlJgm5ZKU/bCbqthLxXF8MSJPUhCYKfQdXp5DXGpFL2femNKFMVFGSot1vRLuVx2IDUVVeT0vjQS\nRAW0sbGBXC7ngKB6H43O9Pf3e5uz2exulMYNGgLbMiWlhudewchW4pSHMnrS01DCOsXxWAUPdHrw\n9Lrn5YpyPSg/w/DwcFekx6aUeFBzvIzg8B0SZMt7KEbDMprqNRmhoUGws7PjMVRrVIOcGvSqbSRH\ncRgAcPbsWRw+fNh7rri9Gwr307khjwcAL4UD+M0kbRmsYh00vUClSxZTi8ELiRpKVj9o2pMGkcX5\nqOi9iDfisyioUyv29L4aIcvn807XaQSoF3hThVEx/X87FzQAOG804C32B+i8316NE5eXl91eVAAy\nnzGdTnuHoT4LaRy4Ti9evAigrW9sNSM/rxEroINLUSLHkOi8xEVXiO2xnes5fhq6aliSk4Zn4MDA\ngFvP3AfcV9Vq1evLxT1LHFSr1XLO0NramsO26Pk0NzeHixcvolwuu6avis1jlVK1Wu1qNxL3/AQs\nU+LSe72MMGCfGDS2vNkCXWm48MXowrEhOlrP2gNJ0wGatwZ8o4CcBI888ghOnDjhhZqJH+GCtLge\n29iRofJisRhruOh3bMms/Q6fg4aFetg6F6oY7GHFxUvJZDI4dOiQiwjZMaRSKfcuOEZN1RGbQcXA\nQ9YaNfos2j2Y4UseLHz/jCgB8IyhZrPTsI/vgKBL3UCcewXv2hA+n1GB3BwDjSduXJ1/zqvdeAoi\nJcuu/m1ubg4rKysYHx93JcVkSFXckN6DeAl61K1Wyx0eGtnjPBMUrIanNbL4WUaMJicnkc/nvQoP\nGkBqzKTTHeZt7oFemANWk7RaLXz3u9/Fq171Khw/fhxAx5Pr6+vzes2Uy2UPa2LTwgoUtZLP57sq\nglT0OopX0LWmwnehc3Dp0iXX04fS39/fxezL0mLFCOi4LHNwCNSrVWZ7wXdwDqwxSqOxWq06DhpG\neSwwWeeWVWSqT+w4e6VPbGNfwI9UZ7NZh+ew76tYLKJSqbjr7RaNJh6Le2JhYcH1+KIu4DNTekWS\nGo0GxsfHveiJRnLtO+W6455RfGYul/NK17PZbDCNqh2u+/v78fjjj3c5bRMTE6jVatjZ2fGiPjRQ\nFEs0PDzs9H+xWPTuyfmlbtVqLQKCaeBRh/C+QCfKyfeSzWaxurqKgYEBr7yfxQVMzdEwHB0ddcDi\n8fHx2FRVSPaFQUNR8B4XDB9UqwYomn7i/3NDW8AhFQ4NFAssY7XJI488AgD4/ve/j2PHjjnlZRW4\n/r+WmNvNR8+Az0RCP90QVBr02Oip6bW08kOrjChqEFBooPUSPvff/d3f4Y477sDnPvc5AMC73vUu\nNJtNj4PBRm44Zs45SbP2kvv927/9WwDAi1/8Ypw4cQJA54DRZ+uleFiB0avKixvPGmshYcky4BvR\ntrdJFEXO0LP4CQCuUkKNQaBjUJJxtlepq6Yrh4aGYueUZbuA3x6CYPQQxbk1lhXcrJWDahyFwOD0\nYg8fPhwLbP7Od74DAPjv//5vvOIVrwDQwctYr3xxcdF5ospJQeWn0dtCoeAIunhYadUL8/Qsa9+r\nwqTY+VYwsBKP8fBiinNwcBDLy8vunTDSt5vxp9EaoFMIoeW8TNfy383NTdRqNQwMDGBsbMwdUkDn\n0Okl6XQ6SHCm/Fe5XM4zXFqtFo4cOQIgXDK9G55ERbF6dGzYg2hqasqrLo2iyBlAe4mQ2ZT65uam\n9x1NR4WqvIDdI6uanldRyAB5XLRcfHR0NJaQDoB7RjpWTPFwH6i+WF1djdWRLPNmr65ms+maUY6N\njXXh3hgF4/2to8Tx2/SqGrohQLPqVcBfIysrKyiVSu6ZdmvIui8MGgVmhn7fS3pxsWi4Xa+nL0dL\nPO0CZl+LoaEhl+sOKSaWHvKeVpHwUNUUAICuA6fRaHSVtXJTU/kPDg7iRz/6kfvOi170Ig+3oDwP\n586dc1UifG7Og7KefupTn8K5c+fwwx/+EFdffTUA4J/+6Z/w9re/3RubYl8ourgtpbwqJDaa283b\n0pJ9Cg8nPbx5UHBO2XZeAZhU7jqPuonHx8edUaKHK79HpbO+vo5CoeAOL25IGqahyKFGUDj3Wv6r\nhyyfiVgIxaIAcPiHvabZmOe2ouObmppCFEUuHL+XlIOSEupY9Lo86OMOA1YTxSku7kOOLc4QUT4O\nki9yfExzAm3PXMvkFVNmx857EqvVC9el1TZMD/BfRj606qzXurelxIwSMv3HCF2vdg4sOuA6U286\nnU67Q5sVY3E8X5wHjYYCYYwYez/xwAsVIQCdfaRpUquzOZdMCfE+uVzOPffg4KCrXtNoqz2Ye4le\nV7lUeF+SyA0NDXkp+WKx6K0hRr8qlYqrGo17NjWu6EzrfqN+A9rvcW1tzcOWcH8y7cyI3eDgIKan\npzE/Pw+g048ttNZYWKBl3XpWaDrQEr+ur6/3NFQZla7X6y4bYPm8LMkkJZfLeUUAu8m+MGhULEJf\nD1BbDs1/NRd+ub1w7H2paGdmZoJ5XUt4pfcEOotZqzYojL5QmdoySau8CWiMy6HHSavVwunTp1Gp\nVDA/P4/jx4+j0Wi4qFWvfDXlRS96UZCRcnV1Fd/4xjcAAG984xtx4cIFD6is0S+Ol/iNgYGBrhy6\nHmx8Z/o+NfI0MjLilJd6BYwCPPXUU3jxi1/sfs/v0vtlZMTK5eBxekWfNK1lU5Acj45Lw+D00ukx\nc+6VUVZFm6qq6EEG+NVPfO8jIyNeigTw1ykP/SiKHAB0bm4ODz30EObm5gC0DbZcLucUFed1dHTU\nPV8URZiZmXHjWVhYcBwfTD0y2sUx8DnVCx8dHfUA+hR1DLRMWQ13ppkVpGlLWe3cMQqiHB8aNaKz\nsVsaSPcPjSXO79DQkAOW8vpA5/BPp9MuLUiWXJbCMxXKXj8AvPHoO1fDir9TfUVcU7FYdDoidLDY\ndIPiGS12RA0qFSVyIw5PnYOQ1Go1t24LhYJHIKiGTiqVclidmZmZLh1pK/P0fqdPn/Y+S6OaERHF\nstH4ZJqnVCp5OrlUKmFlZcVxq9XrdWcsEYScTqdx8OBBnDlzxkVtNdJno0+cM+qvjY0NTE5Odukz\ndeCIBbKAdDVUmC7V983noAEEdONd+D1Gvbh2dX+m02mUSiVcuHAB9Xodm5ubHqSERKJAe/1oxKqX\nc7WvDJqQgqB3o5GP3VIacYqPm2x4eNjDXbAqoV6vY2Zmpiu9pPdWgKweUL1CZVS46rFRGFq0wvHt\npjQZlaFw4SrN+eLiYlfXaqCzAd71rnfhz//8zwG0DRkVbU/Q39+PCxcu9BwPuQf4eeWUYJUNALzz\nne/0MB7WcLPPyPTZ+Pg4fvKTn7iD0IJIVXRjWA4drQppNpvIZrNBg1LR/DQ0bKM5ixnSn+lV2Xcf\nSt/pv1rqyHXLg0ir41hRoHwxFvsSl8bj8+thrYeEvusvfelL7mfiE/g5y2itfbempqY8AC+9OVZH\npVIpFAoFhwnTUmEVC3C1ohVBFCUI08Oca1I9dF0btqTdlkIDfsqV71IPe6Cz7+MiITa6rF5wXEWV\nCo0YW3auEup5xVQtAOfp12o1rx9dnGgHZaBDZppKpby+RPYZtIzf6iDqGK4b8qVYUT28F0zRyMiI\n57xp5SfQNj4UJEux7586IBRhtuNgBGRjYyPYD0khFOPj4+79syDm8ccfd5+dnZ2NBYqrzqfDprhQ\nih0v370Se1JCOlCF5zDHu5vsFjljZOpy0pT7wqDRHi5aL2/TRZpfti+5v78fDz30EL7//e8DAG67\n7TZMT08HF4NGScirolUC+jfA55MB/BdLUeUYwmvoIcIXqEpxe3s7eH1uct2YL3/5y939vvnNb7oN\n+Y53vMN9Zm5uznVAnZiYCCpDznWxWMQHP/hBby45Pirs0Mba3Nx0+WBbcqce9W4RkF7cE+qF82BR\nwjE1aKanpx3C36ZEeI9SqYRqtdrl4TFsTHZPjoFhcl5PlRqNVH6epff2ANH1psZPryo3FX4uRCTI\nkPjg4CBWV1edQtRII1NxFGJjFhYWMDs7G3QQ4g4MBVxyDhRnQQNOK0iUIXtmZsYZWFSu+veBgQFn\nSK6urjrQoBVGUXjPSqXiIjn0Tu1BH9fhF+hU42l0kKXRfAbuQUsdoPegLgnRK6hRrfgkvSYlxJNF\nHiCuL10L5K/RCDWFe1OLJ1Sf2PnVtck5ZMpD3zOFlY6a6os78FhdFxKWEOuY1DjX+dDr83DmmuP8\n9PX1oVgsekYWOa6oR+gUnT59GocOHcLQ0BB+/OMfe8/G+WNUDegcxtpYma0kVJrNpqv6CmEa9fOh\nVJVKrVbDxMREV4/DsbExDA8Pd3UwV/2iZ5mmd6zBow4bMTd08DmvdBQGBwedTuZ4aMQp6apej//P\nuSBFgZak94Ka7AuDRkU9Wcu/QaEHC3Qszu3tbWfMAMDXvvY1vO1tb3O5blUyIYbhkCiHhI7NYjRU\nlKkzBAbkQlAPPmRAWa98eHi4q1xSGWN1fDz8r7rqKve3er3uvIdDhw555d581u3tbc8zYqSFVRnp\ndBrXXnstrrjiCgcI7e/vx/T0dFf6DOi8J6aR+DxKd620/IpDiovC2Q1Yq9Xw0pe+1D0HqfO5ibj5\nFGyuGApWpADtkHbIo9ZoCK/B8epa1E0fV5GjIXdr0LIiguOyHCrE3fQq6bcSRREqlYoroaY3TRzW\n4uIifumXfglApxyT31PiO8q1117rFDTXufWm9bBjeDqu1JWGJXFW9OB5OK2srODgwYNdVUePPPII\nDh486HnBSg3QaDRcCi+dTmNxcdGF/g8dOuRwLsSKWLoIjo1C4CrQSd3xHjQkWLUWElvuT0wdIxPK\nZ6Sd0WnEAJ3KPkrcGrCFFUB3I1vqjbGxsa60j0ZTmKpVen8Ldue1tCkln4F4Kd1jdkyZTMa9G459\ncnLSAWmHh4cxMjISi7HgmrFGYavV4YkqFApurekZw+ghozVarg20QfkcMyPFcZVxfG6gQ17Jvc13\nr/uJ756prb6+Pm9vqQPPZ9dqJUabCKTme6LhsLq66gHk90pEaCWTyaBQKODcuXNdvyfGiXrdZhus\nvuZ+pNh3tlvkZ18YNHH5aOvlawrGYm1SqRRe/vKX46GHHgIA1+BPPTUFh1ovR40K/m6viHqOz3pj\n/F2vMN5uhpW9ro55rxJFkQcGu3DhAg4ePOgxetpUhY5Powp2AcZ5Wzx8qBC3t7fds3K+NdzKdI6W\nq/L6ijEA2gcSleji4mIXJ4uOMbSBNY1jiRitMVWr1dwmJWBUn7sXTxHz9hqx41qylQKhSielM2CY\nWA1YRiL4mdChTGG0LZSaoEPAaA9TQLrur732Wm+8fJ6QAtIeVkxb5XI5p6xprExNTXmHtaa+KPV6\nHT/96U8xMzPTtebtvdUIYJdk4mr0s4x42kgegbKairORtTjvUSOwdj3shU3WAsrpwNhO1ip8lzS0\nbNpteHi4C0ALwIueKSFoSNiWQFPqaphZHh+lHQA6B7xWi3KcpCyIez41qHO5HLLZrAMhK1aR74vX\n4fMqjmxlZQWTk5NdRQcK+NYoQ7VajXWqCFFgt3e2+mg2m66RqVaIssGpFUvMF0pZ9xIaxAsLC13v\nz+IkaVxxThQrxfGyB9fo6GgXVrTVamF6etorOLBrXbMM6ijGSQhsr9xYIdnVoPnwhz+Mr3/965iY\nmMAXv/hFAMDHP/5xfO1rX8PAwAAOHz6MP/mTP3EL895778XnPvc5pNNp3HPPPbjhhhsAAD/60Y/w\nwQ9+ENvb27jxxhtxzz337HbroPCwtoqjFx00w7cnTpzAC1/4Qvd75QOIogirq6v43ve+h3/7t39z\nn/nYxz7mXUtfEL045nhttRBz5sqWyXSRLgQVBdP19fmNMnURUBmFDB6NNN199904efIkbrjhBg8w\np9wCGxsbOHDggLOwyYXCe3Ij8poAusqvtRIslUphamoqeJil02nPeKJ3YPE0IWm1Wh7BG9D2SEiz\nrYYIRQ0DblC2sVfp6+sLYpUUMMoonvL5aMhaFanFWZGNlWuE81itVp2yi6OyBzq0AlTaBMPb1Kj9\njhqJQDvvTuOU9+R9Z2Zm3Hp84QtfiMcee8wBKHUeQxgCrtFjx455z0/ejUajgTNnzuDixYuYnp5G\nFEVdZbNTU1PePDz55JPeerPRoEKh4Nbp+fPnMT093TVv9IBDTgP3o/XsacyoqDGo86wpb65BbU+g\ndAFKC2Hf1djYmItC2DLy0IFOw5pGDceiZbJcI3EHx9bWlvfs1KnkWLGSTqc9/EwUdcj3Njc3MTw8\n3GVgxRn0elgCHeOLJefcX9VqFeVy2fXU0mIP3cP8eWhoyHHkbGxsOCK5vVTIsDRcyVoBuAiSpo7H\nx8exurrqDC6NKhPfSC4YRvKHhoawtLTk7XPykHE9UB+GClzGx8e9dUl8JVMzQAfn0qu/HyWUQaCT\nxegURfmtQpgcAv0ZLVpfX/f43Vgg0Gy2WZLX1ta6wPTZbNYROzLlp9FtoL3myIETfKbdHvqXf/mX\n8Wu/9mv4/d//ffe7G264Ab/3e7+Hvr4+/Nmf/RnuvfdefOADH8CpU6fw5S9/Gffffz8uXLiA97zn\nPXjggQeQSqXwkY98BB/96Edx/Phx/OZv/ia++c1v4rWvfe1utwfgGym2Emgvpdu9UhRAB3sAdFuu\npNtWwDBFQayatlAr146Rik09O6ZrqKBCDc2A7lJY5eKhMmTViAqNSgqjHVToQ0NDWFtbw6FDhzxF\nGvL+eE/OUz6fD3K78NmYwqASt4qcc0VFzzlVngxuTi0bZBk2AEcIRg865E3aFvecQ5YA6yFNQ0+/\nMzc3h4WFBVQqFczOzrrf1+t1L+QcJ/RcQoYs01IKArWVISra34ubf2NjA319fe4wyufzPZU4Qbdx\nRlQ+n8erX/1qAO1UDatEiDdqNBooFAoolUr4yU9+4o1Vx873S7xWr/H0CneHAIQ631z3fGbSC3B/\nqWOgUTWg0y6CaTygA/jm/lDsXkiYNlUHiUadjj1UHECma/1//Zffo9EA+AZznNHAv/Og1nuEGIM1\nZVUul731oyXJg4ODQVAuDzsrCtjWqCLQfj8jIyOerlFizdHRUYepoP7g59LpdBclvzoaFKaJuI+m\np6fd52u1Gvr7/T5SPKBVt/P72n2eUSUajQpIrtVqaDQaeOKJJwAA11xzjdeFmtdcWlpy649SLpdR\nqVQQRRFyuZwzcgYGBtw9a7Va0JnV3oDWSeJ74BocHBx0uDHiVNTAJBUFiRf3IqlUykVydX2y4olR\nWHX8dOxqFIak1Wr1HMuuBs3LXvayruZur3nNa9zPJ06cwL//+78DAL761a/izW9+M/r7+3Hw4EEc\nOXIEDz/8MA4cOIBqteqYQO+880585Stf2bNBA3Q2oFUoemgCPmBWvWothb506ZIDfy0vL7sc37e+\n9S0AvtLR0jbAT/GEQL1xaRmtmgmJVqYweqJhaqYdeE89gPUgoAWsJbjcoKHeL61Wy6PuLhaLXWXj\n/FvI02PPF6bgeH1VPFQoIyMjKBaL7tBl+3jNlWs0S+/NTt+9ohg8OIaGhlAoFJDNZrGxsRFMCdo0\nlQrxGhzLfffdB6Cdt7/66quxuLjoyP7S6XRXb7FqtermgR6jAi0t+I9GlV7D8p/Eid6fc1koFBym\ng98lsRs5L/jsVJCDg4MOOMx7qufHe+RyOZw/f97d/9ixYy7dpHwp2qpiYGDANdYE2ocN71MoFJxX\nyHdbKpVc9Q0Nobm5Ofd+NVoyPT3tGRJqMFIP6GG8s7MTC7BlyTjXv6aCuId5HcrQ0JAXzVCgML+n\nwkikYiCovDXiFIooqWGl6TB6uaSxqFarXQfC5WIjdnZ2nJGpnFxR1CnVZ0pT9SsjVLulymlAhCKj\nWuIP+BWZaqjQ2AT88m3+fy9nl5WsNgoRVznKKiMFxSphpeoYHujqiDz66KMol8uejourPOPzMwKv\ntB2MVGlxggp1R69nV14pRkJY2MJ3wb5llUrFzWWxWHSO0Obmprs/13M6nY6tXAo55b1Eo5squ0We\nfmYMzWc/+1m85S1vAdAmPaKiB9o58IsXLyKdTnvhYP5+rxI3CXxpCtTcrWQb6PBsAB3LXpXcNddc\ng1tvvRVAZ9NolRLvSRAY0M3voaKlgEzJqGHUC5vCVJZt36Bic4q6Sev1ujtcdJ5C2BugDbIk06k+\nC708m8LQEtSQaD5eI2HsvqobNu46fH42XSOxGABH2BQ6ADS0Pzs76zYmFZ8Cq7XyQaUXCM02rATC\n1Uk0oPcqSvSmQoOUYEEN64bGrEDsfD7vvYvdRN9VKLSv/89Il30GJTkkWy3Q1hMk7gPgATEpWu7M\nZxkZGUE6nXbPQVAp0DYG7DXUoKNUq9Wu+eFnAXjrUfca16ru85CuISkd0DmItQsz76v8L9z/cRgJ\npjJttZQVXkfTHzQ2iDdkpRGjbLYah++R+IVMJuNSJow67CY81NQ54r9KCGexkalUyrH9cuwh0CgA\nV7UDdNoNWCwSmZn5HQXkc17HxsY8fqGQ/tFojgWv94oW6LXK5TIAf/+k02m3J/g+eU4w6qup//7+\nfiwvL3sRI1ZWjY6OerqAjrhCNIhXZISXRnUURdjY2PCqPUPtF8i8rU6U4hqpk2l0MtKu1U/8Duka\nbCCAlVEkSeV4eD8ahXHyMxk0n/jEJ5DJZJxB8/OS0dHRLmDn/5UwBAbAM8aeDYmj2N6L6HNcrhw4\ncOAZf3c3OXjw4M/t2nu5/s8yL1zXd9111zO+xs9TLve9veAFL9j1M1pyHSeKQ7scISX+5Ujo/e5l\nTSmBYiKJqLzqVa96toeQyM8g//Iv/4JXvvKVwb89Y4Pmvvvuwze+8Q3XcwdoK0MNR1+4cAFTU1Nd\nv6eHtldZWVlx1jjDquod2QZ1+rN6AQyPUojeJrJePXYNIysISfsqqQepfB/k3VDyJIsrUdEx0XNj\n2ezY2BiOHDmCKIocpmN0dNRraqnVLPTcgQ5wOMQGyjnL5/PumVqtlqPJBtoHBxuPWVwEKeW1ZLlS\nqbg5pAGqnV7JMaJVWDYFRu/D8syo18l/r7zySjz55JNe1Yn+ndiCer2OfD7vpfX0c8oEysNaP6fr\nhvOptOAWDB4XUdRUKL+rWAR6i41Guz8UQ+LWe7MYC12H9IBtlQnTqPx/xTOpl1kulz0PTCsWbNml\n9cyATgqLz8rn0yqO0dFRFx1h+xAKvTubXrRRTHqXjP5wPQJt/AxxPQpiZWrg0qVLXlrZVkRy/Bo9\nsO9WyfZYBcZxaZTA4uLIq6PVtyqt2wAAIABJREFUaMrTAsAr0+Y8agFACDPDfZLNZr21SwwRcXO2\nEg7oRKwHBwextLTknADVgeSa0evadUiqAcW+2cgPn0f3D9DxwPkc5XLZtfRQ3WP7dRFSoIzkGoFX\n3M7w8DBe97rXuX50xNJxTJpmrlar3rpU/jDFATEKp1Efjeop6JURinQ67Z7NrhUCaxUnxO8zbczP\ncn/Y7AHg8+PwbMrlcl5KqFAouO+MjIxgfX0dy8vL3tnKys1MJuOiNlNTUy6trilJoO1AbmxsuLFp\natVGRpnWUhB4X1+fex6t0OTfdsPD7p6fQbeCPnnyJP7mb/4Gn/jEJzxletNNN+H+++/H9vY25ufn\ncfr0aRw/fhzlchn5fB4PP/wwoijCF77wBbzhDW/Yy60BIKhYVPaC6N7t2js7O65ULcT6aSs7gM7C\ntmH4KIqwvLzsKLDjDri9jFs7SVPsJj99+jSeeOIJnD9/3oHVtFwRgCMrswymet3+/n5cccUVmJ6e\ndiV4+kz2OWz+OY7VNJ/PI5/POx6OlZUVrK6uBsO7lrJfMShxEgqDa3WZEqxFUeR1qM7lcg4DoqXH\n+Xwe2WzWA8kRTKoYo5GREWSzWYe/IFaK//UaV0iYVgN2xz1kMhl3sO7WvM2WhTKVEJpX9sTJ5/Me\nJmQvDRzjQvA6LsVBxImtBmG4mxJFEYaGhjA6OhrLYWOF79ISj8WFsJnGoMEEwK0dzgl7OimFhBpR\nTGOQnBHw9w3/XzlAmMpmupk4NSus6mM1D4Agxqxer2N9fR1LS0vY2NhwKVsloLx06RLW1tbcewrp\nLDW+Nzc3PY4sFV2PcbK+vo5arYa1tbVgeoPzofxgKq1WyzVepAPAd0POGeog3iOU2mdaY2NjwxlF\n1PW9yoMpxWKxaz3vduiqhKgUKpWKt18V8rC9ve1SbL0kVAYeIvTkuqlUKs5B1b2mKSCeOxYuovMa\nWn9qKKqEIA+9KFB6QTQou0ZoPvCBD+Db3/42KpUKXve61+H9738/7r33Xuzs7OC9730vAOAlL3kJ\nPvKRj+DKK6/Em970Jtx2223o7+/HH/3RH7lB/OEf/iE+9KEPoV6v48Ybb8SNN964262d6APwoFYg\nMAGzRFPzO7bBGvO2VEC9WEELhUJwo+ln+C9LU5UGX0W9r4WFBa98WPuA8LO07AHgqquuisW7cJFw\n4zKXCnQOEOb6FYVfr9eRy+WcF3r69GnXEdkqd0Yv6M0AHe+qF0jX8uuESATjgF8q5CmhwgJ8cKS9\np86LklwpqRkZQLkG6vU6jhw54qrnCH5UjIOlSNf8swISifMg0JfzSSDl2NiYp+wnJiZcPx8lytre\n3naA2lDVi4JfbTWaRisoNCTZcLPZbDqDhkBDYk4UG2bvx7HzoGaVimWW5V7Td1Yul7G9ve2UlpbF\nEpBu8ThxRt3m5iaWl5edUcr9zzVgjTBt0QG0914URV4Hchqjuu/JN0I8BqMdFvyoc9ZoNLp64BCQ\nzHnmoRkiEbOtBXSelYU4dEhoG4aQzggB+/Xwu3TpktvTGq3i866vr3cZV/p3vae229AIl8UUAR0g\nf7PZdGvJkkYyGqCRLN4jxOXE61I4trm5OWcsaXRNRVtscA8TPM5xct5GRkZwxRVX4OLFi97aLRQK\n7jlJbsdn4xzSGGIUxRoiIT3H9UmdYUlVrRw6dMhlSBjNjwMkq3DOU6lUl6OiRlU+n8fKyorTWfpc\njEiOjo529cQCOk0pqTdD7XN4rd3OCgBIRXuFHT+Lsrq62hVJADphUAKmVBkqOFPTBUDHQ9LwsV1I\nNAiUu4X/qqVIz0zDs6wyAdoLSBePvlQaNKFSNU0R2XQVD2deV6vQSPXP0D8PRI6PHgH/feyxx9z9\nOHdHjx5FKpXyygy1VFkPWUZ5OKdUVpw3NdiUy4EHigXR0rCjUuJGZ38fbuZcLoejR4+6jarGkZbL\nq+GpBgqVrGWt1XCxvputrS0PmE2jir+7dOkSms2mi2gwFE0WTb4jGjT6rq1hrSzBXOPVarVrHVsh\neFQ7Qet8AJ0O4kBnjTClZiu2aPDYFImGxK03qmkYoNN2gKLlqZpGUcB6qNSU6dYrrrgCQ0NDbl0A\nbaNQD9mrrroKZ86c8Q4qMi2n0+ku7hUNcase4PcVzMg9bw0aUg5wX/HA5PPpnmF1j4LZLVFhoVDo\nStMoR5WmGThvLGBgJIVzQlZePpsFKMfxLyl1gn5nbGzMPT/Hpgceo0patWnLtbUZIq/BvcNxxvV9\nItZQOUq2tra60th6fYKfX/WqV+HkyZOo1+tOl7BgJZPJYHFxEdls1q23qakpjI2NuWfRIgityuP3\naQTy2vxMnEGjoGX+zlZ58b6qw1Rn6Nmo0cpisehRexBMzzJ1WwhBHWphCRw/IzN83sHBQVQqlVhD\ng7qfesamUfl7GixR1CZ41bWm57lCJ9761rcG77kvmIJ1gfIFqVLXgwjoVCrY73FR0qPtZfHFRR5Y\n/qwh5tB1+NLUWCFKnuOw0RwtJdbok50HZWxNpVI4ePAgVldXPfIp8hFoWTYlk8l43CFRFOE///M/\nAQCvfOUrHUZkYmIiWBlDK99uJG46rW7Z3t52HZb1fdjcMa8Rl9ZIpVKe58xF/8ADD+CWW25xB6se\nNFpiyWtQUbPazOIRlB8oiiIvcqJYJcBvQcHvaXdZoJuETo0hfQ7ALweOi8zsVZSAUKs/isUiKpWK\nx1DMSBOfRzlu7Lzz8ywP5XxzbuIU925im1hSmHKkhEjyQvegAca//fCHPwQAvPSlL/UMML5jIBym\nt8J9r1FXGjMAXGUQf68pba4/Xe+9osQ0fBQTF8ISEVcY56UTRxjq/wTAdTcH4qtEmd6kwaYHoh0P\nhXsrtH6pq7T8XDEl6hBYA94Sx8XpahodGl0G4BnDQDsKPD097X5vOYFWV1fdOlTcILMAhUIBy8vL\nqNfrXvrJVnBpvy+gG8/ItXrgwAGHLdHPUSy5q+6b0dFRp7MZcee6mJiYQDabxZkzZ7x9q+ONW49a\nIv9MJZ/Pe7xjei81zJkOB3zCXBpAvVLf+8KgAXylpYcjCdV0o8flXFUIbKX0Sn/ogiLNvP6OZbEk\nqyNBVYi2OpvNxnar1ZCzhvS5CGy4eG1tDQcOHHApqkKhgPX1dZw6dcp9xnbHBjq9WtibSfuTnD59\nGgcPHnQWPVlsAZ+lk89Eqxpoe27pdNqxV+pz9Sq1Uyuch+e5c+dw9OhRz3vScf7Xf/0Xjh07huXl\nZZw9exZzc3PewUu2VttDyvbfymQy3tgU4GiByiq7BTatEp6ennbX29zcxNjYmEfcNzY25u65sbGB\nyclJbzOrYcFnUmbiwcFBF62y4yXhHtA+KCzmxHLN8Jpra2se/ThJzvgMlF4Eful02mOetQBilqDb\nlB7QIds7deqUe2aCVg8ePOjWAz8fh9958skn3c9PPPGEYzOm4a+RSHrFcYe/RmNDa5pRGUtnoKBd\nlqTaFCKp8oEOD5AK9YEFbfJ9ahpF/66Gl/IDZbNZLC4uegcV9Syjc8pabA1BAmWp/wC/7Hsv7Ly2\nHxm/q0K8FI0fTWW1Wi1npNPItEUoanhbYXqD7V5CxjHxRmNjY160BmgXOiwvL7tnYF+0ZrPTt439\njIaHhzE+Pu6tiZBuIXSBRrC2hSFwmGtHxzIyMuI5oFtbW26fHjx48LK6VgNtA4RtDkJEiiw71/3D\ncQAdRmUa3fa72gbDcqoVi0VsbGx4+k37lsXJvjBorDVnhROjqRn1oni4EBtB/ANfsHLLqEVLUCCp\ntEOeho6L/Yl4fZsfD73YkCgyXA0xq+Dy+bxHHLe2ttZF/z4/P4+ZmRkvtM8xc5FOTk66w+H1r389\nPvvZzzqlnc1mceedd2JlZQUjIyMeNka5VRqNhuubVKlUvFbzNC44f6VSCcvLy95cpFIp51WzBcOT\nTz6JK6+8EkBbAbNR3uDgoFeCPD4+3jU3GkEjxoo/qygaX4Vki2Qp1UoDoBPKpvJlJ12rnBV4zefX\n5oIq5IMA2lirYrHoIonZbNZL3ehYrCjQsFwuO5ZOjrtWq2FoaMjD3uwl88zxc64VMwK0D8OVlRUv\nLcs0DQ0FNTrHx8fR39+PpaWloHGwubmJTCaDcrnsMEilUsl1356YmIjVC8Vi0Rnb2tbj2muv7SI2\n1Jz90aNH3SFB4keg08bECqPDBJfuluff2tryIjq67tRLtYzdQKcYoNHoNOZlfx09rIgPAzpGiGJr\n6vU6dnY67Tu45mxfMX5W8X2aTiYg3abSgA5rsG2WatMq/Jc8LVwHBw4c6IqkcO0CcMzOQHtdahFE\nX1+fh4Hk5yyYNRRxYMXZ1NRUEPPRaDQwOTmJS5cuIZvNeg0Z+/v7PcPJRmAIggbahrPiaDSiXy6X\nHR8Y4GOQOD9xUVsFEOt6pUFVr9dx5ZVXYn5+3mvoWS6XneH4xBNPuPfBtUdjDuicT4zozM7OIpVK\nOWON19RUrS2gUd21trbmgbhDz9creqSyLwwaHnT0AnTjhZhlOeFqmTPcpfgEipbz1mo1l6NVALIq\nKvVU1FBgxEIPUi1/VYVnD8hUqt31lAqNqSktF6TEVbJQjh075jajXdRA58ArlUrOun7729/u5sla\n+XGytbXlPAYuNh66W1tbrjSfY2BPlOXlZTzyyCPuPq9+9atdFZQVAid1Tre2tpzh9va3v91jva1W\nq10lodYAGxgY8J5RWZn1gFFlxdJ9zmGr1XK4Ho5TewBxPmw0TlOfxCWxwmBhYQGjo6NemSPHY9NW\ngB/SbjQaHngum806AzSXy7lxkWSNz6oN+hTfpGW0JB7UJpwUna9exvrIyEhXSmdpaclLh87Oznoe\nsnZhJvcM76fGHdeCGnLEVPCeBw4cQKlUcpgZ7kdrSKmitbl8BTxasjYabopZCImdI+4dW5KvRgDT\nj5YYjp+j4aelvuq40cHbrWpOowAqvAYB9BQtHbZCY4bVlLtFOTX6Ojs76wocLB6I0eM45vj5+XlM\nTExgZGTEw6DosyuT8Ytf/GJcvHjR6QbiupaWljxqEX2G9fV1b5/GRaJCjW1VrK5g+46Qo6IVif39\n/U7XMfJ6OZV++XweV111lVfJxXOu1Wrhuuuuc8Z1FEWoVCpdaXQ+swLIt7a2UC6X3fOQcmJjYwNP\nPPEErrnmGvdZvm/Fjmn6nu/dOk278dHtC4PGSrVa7ap00WoWAK7UTIWTYvt/hBYQq1dYMqmKmwuL\nYU1tMEYFquBHzbtS6RL8pngF4jr4PNaDYPjXhsND1UaHDx/G2bNn0Wq1G4FZ0r5XvvKVrmIgrtya\nopslFIJmubIudKCjRIhD0felBgVz1JwHVV4AXOVRqHRelTargkJC43ZkZMSNX3EvenjsVUjlbwnj\nQspbI25xpZpAW1mqwaoGMiNU5AoisZ4aScQ+nTp1Cqurqzhw4EBXWo14GXrRlmOFbLc0CnrhmoBO\no1I1/FkZBPjpYuUnshEPzsvY2JgrCy4Wi26txOE7ms2mM3qtTqCo98x0ACMzV111FYDejkIcCJPC\n+dV9SFyLphYsWzfHFlp3GlUMPTtT24Cvw/Twsd6yjpeHJCtZrB5U/JiOQ1Mpqou03YACZIHO/NmS\n+TixeohYFcA3FjXaxX2xvLyMkZERr5WHRpMViEyaCwXv8t4bGxvOiWa/NTqAi4uLwaji6Oiou5bF\naaZS7X5o1HWhNA4lm816ERqgHTEkZqZSqbj723erbMM8B0dHR13rHBoTw8PDrlihVCq5+3F+6/U6\nZmZmXGNdpQegvuIapcPCPZVOp7vS+48++igmJiZQqVTQ39+PxcVFHDp0aE/RYUqvsm5gnxg0zWbT\nA1vxcAM6FRpx+UFF4dsGeKyPt5EBVYxaJhgqseTPtlogFMWxoiAxm7vd2dnp8pjIbRJFbfpyjfJw\n49Hrtt6YXTTq5TDKwsX+zne+E//8z/+Mq6++GhcuXMCXvvQl3HbbbSgUCu6wU9BstVr1Ks6ATjQN\nCJfevva1r8U3v/lNAD5+JJfL4corrwwaLxT7e4tbsPPN+6vlr7Tau8nY2JgraS6Xy1hfX/fC0U8/\n/TSOHDniFFWj0dh94/UAy+rcAR0DJJVKecSH1WoV09PTXrTi0qVLXmj93LlzTilZnAqN9tBhGkp9\naLUNsWKWHoFpOBslU29QS/41NWBTwIBvILRaLUxMTDjgNT1lRkb0fY6MjHgHl10ztjSUovuEOBfV\nB1xrWr3Ee3Cs/KwSoXF/KRcUx8m1vr6+7t1fAdGZTMZhRTgOPtfOzk5P4CjQNjZ4AGq0U/dNoVDo\ncj7o8IT2sNLf05HjmtACB7sXlMMnl8s5Y+PChQvI5XLeHAwODjojeHl52dvLQIe8zj6vOkw0whjN\nsGnWQqHg3h3XBe+5F2oJApwBv5Q8Thjt5b/sI0bji1FdOkqlUsk7D0ZHR1EoFLzecDRWtre3HYSg\n0Wg4wlNGZs+dO4dDhw4B6ODgarUa5ufnkUql3PPzHdl9wkaiShVCXiOOT//VFGZfX59bv0wnzs/P\nu/WXy+W8vU8HiXqEFBe9ZF8YNECniyjge176gHxpTN1o9EGZdRnlUOUyOTnpbSQ1ZPT6FCXbymaz\nDiRngZW0kC3LJCsG2HMD6HC12HJToI03UJBonBDHA7QjHPQy6IlwXvTZeKBoafZv//Zv49Of/rRT\ntPV63aVg6KXMzc25cWuKJYRn4f2IR2o0GrjlllvcO6Inubm56Tw/KnP1ZKMo8jybkLKxjMEWgAl0\niAUtkJTcEa1Wy+WEFxcXXadbellq0Gh1GT9TrVbdeycYk/O8s7PjlCu9bBrsXFNki+UG5xxcddVV\nePzxxwF0yh31oOP6ZzRCWa4VT6HgZwVQlstlp0SoKO37VCyDVvpRSR04cMA7QEnKxeewpfLs66WR\nP+Ld6vW6m+tsNoulpSXMzc1hYGAApVIJuVwO6+vrwQogPeTUAcpms5ienu5S1nqIA21lrXgR3ada\npaZYq1Dqkg5Dr74/vbx1TaFTB9rKMxoi/Ls94FlRlUqlvHfKQ43edC6X8yq2isWimwO+T+X6ogwM\nDHiUChwTcYPK98N5yGQyyOfzzmg4cuSIox2g0LDQNURZXFzE4uKi01vch3oI7kV2dnZcOpJrgs1w\nATgsGwn8eBaFHK6BgQEcPnzY432hAa4RQD0reJ/p6Wmsr693EdHRQdF9yGetVCpu709PTzvDgu9C\nHSCgvXbn5+e985ASZ+RTGo2Gu66++7hUJvm1+N1eEXS9ltI5qNgsR0j2jUGjuTPFAejvCBhVxRFq\nzAj4OXGKgolJ7cz8NmnfSUkfRZHHpcJ8vOZneaCxPFjDiK1WhySK6RJ6sVy4uoBtxZQFE6oSUI+I\nlP8/+MEPAPhsuNx0NBz0e3Z+OV6V//mf/wHQJla02IFareZFGvR69J7UaFHZ2el0g7Vl1DpeK7yH\nVocRg8OUxObmpuP4oJEH+HxDWqnBtNLTTz/tUmCKi+Hhq89nD644D8/irxiB06oCrml+PooiHD16\n1K3lS5cuuZQP0DGIiCsh/kJTgZej7BnVZJQoFB4O8eLQUCV3Ct9ZHIeO/S5LyHdrqMl5qtVqHt6G\nTQ5p2PEwIfNpqVRCqVTq8vjVcFHR/aWgXArnlNejh6tAXAqjMgA8fh9bjqsRP8B3ZGx6jJGKkOHO\n8dCYYVTO8rww0qL6RPET6XS6q3rIjgvo6CdG74AOrcP//u//AuikkwuFgmeMqyNINuGpqSkvKqBY\nNRUFBQN+a5DQumV3c85vLpdzxpHOr+4d7i9W4UxOTjrQveqFw4cPO0xcFEWuApTUEvV6HSMjI+jr\n63MpoP7+fkeEGgL2cizEEbI7OJ91fn4eo6OjPfcYz7Otra0uPaqOTi6Xw+bmpls/VvfvJXIFtNcI\n9aHOD6tzAR+raGUv+kJlXxg0pVLJWd1DQ0NOSbHMUcFqDzzwAADg+uuvR7lcdtEBorxtlMWG1Gmg\ncJHZHjgs37PCxbpbPpCWvRJjKd8Iq0+Y2tEwvDU4eC+G+ImlsMRZDz30kPv/Rx99FNdff72rGgE6\nZYIbGxtuAZ06dco16zx8+HDPhXXmzJlg40F27VackCp2jSZpCo1zEedxa4dXCrtu6/xYIzCKomDJ\nvL4zBQjGydbWlsNdqFcHtBVdKpXCpz/9adTrdbzuda9zkax8Pu9xv/DeNK60RJFCQ1K9tqWlJXed\ncrmMixcvdmGANHKiERWgO2KlEZ7h4WHngRMDotWDPBCHh4c9jhDFtIX4hrjGrFdvFaX1vtLptDdv\nU1NT3ruPC0FbHipG/qhcuYdtxRYQxkBZ0fRqyEMdHh7u6vPD51P+Ikpc1NVGekKHCI0FraIB4A5M\nikaBRkdHPe4frpte3q/VbXQcWNE5Pj7u3rfitIDuOT1z5gyuu+46L12q70DHurq6inw+78q0Q1FV\nNWgVTE7DwfZlUtJIAF0OQbPZ9CAJOn5+Jp/Po7+/31UEpVKdPl7pdBozMzOo1WoulajGQq1W89J0\nnLOdnR1vrErVUKvVuiq/yPhO4Txsb28HgcKqO21/tVKp5Fr/0LnWIhXL8TU5OYnFxUXPsGUVn+XH\nsfKCF7wA8/PzaDabLtqk+LpMJuMqzvhcOzs7Tr/Gyb4waIBwuRfQOahslIIeryoAKmKbtlDK976+\nPu+w39zc9PA7LE+enJxEf39/F+kVr6GHOA+VkFhlyDJHBWUC/gYn/oPkVmrQUUGwOVkURXjFK16B\n73znOwDaxGKtVsuF6oF2VdSTTz7pvmsVwPT0tFd5MzMzg2q16jbboUOHHNhVsQYAXNVR6FltFYAS\nKzHqQQ+fQh4O3US8r1aw2bST3QS6NlRREyfEaxN7YpsuKq+IlfPnz7sxf/3rX8d73vMeFyXa3Nx0\nXlIvHI0t2eQ8kpGYwnfYy5DOZDIuxTI2NuYZAVo2yzXKyEW1WvX2DMVWdzB9qwcN362+43Q6HTyM\nKPZAUCDt5OSkM6KATrRKeVsU6/G9730P119/vXcfnTcFdDKFOjEx0cVXoofF6Oioty9Y/s20oYJ3\n44wiu54VZL8XQLrdQ3oAh4QR55GRES8aRD2qlXHsZQf4RgGFUWl7LxpBo6Oj7sDdjY7/6quvdt9V\nLA4B7Tp+HWNfXx9mZ2dx9uxZx1hLw0rfsRooyuBM2Qt9BmVoaCjYC63RaDhDmePb2trCwMCAF2EF\n2vuUOkjX3vr6ujvbaBgB7XQaHR1+R40ZnVuC/gmk1yj58PCw22OW9kFlc3PT4WNspJCYSS3fZyqb\nlVnUHVxHjUbD67XF55udnXVrdmpqymU2mKJn5SyzJLlczosKAr0ruvaFQWM3hrYhIEBYSaOAcEgs\nDjQKdJSzxbAUCgVnOOjvl5aWuvowRVHk7ksrlWLLW9VD4wLXFBfQG9HdaDRco7nQHDFfyTG/9KUv\ndWMEOqRLW1tbLhplOWwolUrFhacZQs1kMjhx4oR3376+NguuVYQ6P0AHWKaU+kzxAfDKJUNgb/2d\nRgb00A0xBBMnQICdbkKyKpMvCGhvcjbW1Lwuw/v0mhiepShHDu/PeeTmprJSoCYNaSoJoKOUAOCp\np57yrhcnqqyZzvz+97/vfsfohFb+EJiosrW15fgh+E5C/Ei9ZHt7uytFx++y1FmxTtzPrDCk9CJm\nBDqdoTl3CwsL+PKXv4xf/dVfRaVS6SIAq1arXamI3YjHGDUNcfdYYCoVc8jZ4r7k/raYCf5s9Yt6\nvArsVc4fkhja5rTr6+teKbXKXgnXeB99Z1ruDHQOZT4/uU44N3Nzc+698p0dOXIETz31FH784x8D\n8EHxenjp3tGUkPIjhQwVWwWqUWMKGa71eqy4rFar2Nra8uafa4mgW12f2mhUhQ6gTYPq3/UZVeKM\nkV4RNStKCkhoxNraWhcRI+drcHAQR44ccW1f+F0aM4zs2lSoVj8S6sG55Jqkwce50gIVoOOwWLFN\naq3sC4NG+SKUT6HRaDhSK6C9Md/4xje6CdU2A/TkrYRCvcpsysMM8EPkWiWTSqU8lLduyEuXLrl0\nkXotJJujx6ZkXwSf2XGGKk8U87HXqp3dQurj4+PeM6gyWF9f9/6mFVVUlsSvKLiQDQgZGdnZ6fSX\nsp6xxQjpvYBwd3P9jAVgKr6Hz84y1bhqHuVEoNHENJ+db0vpvbKygne/+934/Oc/j3e/+93Y2NiI\nVUgMo+q7U6VML3RpackZf+TOmJqachiTkZERF47VUmslGATaWCAy9EZR5FXREOvFqKfFZTFUz1Jv\nfaZMJoOxsTGsrq5icnLSi/bR0Odz9fX14ZFHHgEAXHfddS70T0+bLRT6+vq89hvs9cNxqZHJ933+\n/HlXzs53xPUaii5Y0T3O9Tk5OelF87jn+vr6UCwWPcCrFhpwXZIjSPFQmkLWNhdAWzfwd7bdhhVS\nGvBnzjnHo9WavBf/puR5KpxnAvgrlYozVNTAUPyJ7jnVlwC6yObq9Xb3b4733Llzno6xBuDGxkYX\n7YSt2qNkMhkMDQ1hcHDQVcFppRTHwPnnnmFEQOcqlUq5aFGol5RKKEUOdPbyXh2AXkLgMtDdeiKK\nIhSLRUcyGBKbBlKKDPs5xSMyMnbFFVfg3Llzro3IoUOHXHUq9d/BgweRy+Xw2GOPoVKpYGpqqiui\nQt1AR3psbMzN/dTUlMd3tbW15end50XZNtDxsoEwGC1kzWnZmBoz6p2TMEoVLsFZ/Bnwu4IC4dJh\nlSjqdPKt1+toNtvdWXk9guYYrtZnGRgYQKvVphOv1WrOuAlFmPR7ZDoG0JVaoHDcbFymh5KWHzJ/\nur6+7hlTtJD7+/tRKBTcnGnYmIA+VWRUoKG0w/b2tss3A20FxmekF0NvfmdnxzNU9bDmPOn75eHO\nqNkzFSV22m1TUd71rnd1HRaKvQDa749GIin5t7a2kMvlHDYC6FaIjJgwHK+gW643wJ8LoN3cUSMD\n6lkS46KtDjTVqddlGTFZ8oKRAAANfklEQVQP4nw+j+3tbecA8J7EZdEoHBkZccYMRXlauD8ItGe6\nBOjsYcX5WOEhqhUvOn8Eh1erVRfCP3z4sIf/4Rho0ITSlRaPRyGzOFMMURQ5g8pioyis9rFzAviN\n/UqlkpsXoGPEMbrA98bvaPpHxfZt4hoYHx9HOp322Mfz+bxLw9p5sCX1VhiF5Xi1jF1xZ4wYKp5F\nx0zDSqNPpFBgubOma0ghAbT1h2V51iaLjz32GObm5rz0PqPkvfiXQlFhiuXvAfwzZWxszBlT1WoV\n5XIZS0tLXtNP1cV0ZHT+6VhQD/La3K+c8/HxcZddYGEKhRWZfGag4/RxHOpcLywseM87Pz+PyclJ\nzwlgoQjneHV11WExaRwDvhG9urrq1gWdF33/w8PDHrdPL9kXBg0tRqYMCCBV9H+z2fRq8fmydVHG\nKSGKRkgUPa5sl9ZI4u/Vc9xrCFc5IHi9Vqvl8RHEAbuAjvKnYaTPRm+Q2AJ6cqxuSKfTKJVKmJ+f\nd8+tm8jOU7lc9ujSdWFZTz4uJWLHqE3I9Br6GU3BqWgFCL2Era2tLo+WBwAxOmqQMBQKdNpIkIV6\nZGQElUoFuVzOGw8PWC3rZ3milvsC6KouKhaLHmcH3/3o6KgX+VNadwqrL1ilw+vz2ZVPhntgbW3N\n3e/48eNd1O9W+HdS/g8PDyObzbpnUM4mzgvnWg1GNZL1EOdBcO2113pAdd1rOzs7Lq1JYfSGUTKu\nZUZ0gLahBsB51FdccYUDY3MccfuSv9f0HtAxFhU/pe08NIpn9z7f6dDQkAdY57/NZtNFB0hCZ9tw\ncJ0p34hGcjj329vbXZw/ugfsc1GUkJIRVbvvNc2q1Sp2j+uhxkNQ2aW557SUl5LL5RxVg61utIYB\nI5YUGjrKKMt1MjEx4X3fOiI0qp566ik3Jq7XRqPd9mZmZsZrHcLDXbuqUxjZUsJCoGP4aUpfm3wy\ngqfVirr/Z2dnu8DCWj3V19eHzc1NDxrA8TI11mw2cfbsWTdP5KKx9wr9P7FBdv/Q4dEoakhXz8/P\nu++q4UnRCD3vzf+Posil9HrRlVD2hUFDhVqv193G0TyzLWukYtfuzaEKpL1MkBW9nobrGb7XBc6F\nTcQ/EOZw4PVYqaDfr9VqrkKkV+iZRg2NL6C7+RmVhBoDavCFFF+5XPbAuipa4RJiKlU+lDjZ6zvg\nIW3L7y1lPMn5VGy1S2geiaMBOh2yldWZ1280Gk7xkh+Fc3jo0KGuRm0qvB69cUYabPmlxRyxjHNi\nYsJjYFUOI5Vqteo8NRr3NFYIcOYhzXx5LpdzhrRlhw31MtNWIRZ8r6LOhRoBr3nNa1Cv19FqtVwJ\nKtcT8R58l0xZAZ01Z73guDQlAG+faqsRilI46B4gJ0u1WnWYKR7q1WrVa9fBPaeeLtA+WBjpKZVK\n3n7USjQVjWioQcixKw4CaOtFWzETEjs/NkJDUeOP66avr8+tWxpAxI7xUB0cHPRan3BOisViF8fJ\niRMncPr0aRw/ftytVcWxsOImNG4dfxyJHSPkWjDxTCO0uVzOPbutNAvpGvL5EBzcS2+r6Npg1F7L\n1VX4XhqNhotwKcWBYlJCa2J9fd3t9/Hx8S4jRnW4wimAjlHJNWepFRg9W1xcdKlW7pNz585henoa\nk5OTbtzapHevLRziZF8YNCokCmLIXV+EHrxUUvQy1aNm+opVCerZplKp4EYKbSrFr1CsouVhyNSC\nFRIJbW1t4b777nO/v+uuu7y0FTeJAqv0eeL4Qeh5bW9vu5SA3vvEiRMOMMrcvYJVLefP3Nycu78e\napx3fkfD2MRFaE8ljTLRkNO0gF6PWCnlbQmRLIakr6/PS50wYmOBs2o82DnkmFVCjevoFSpVP59B\ngb4Agj26QmXbuwlTpXweW2Jqn4+i4FANQ7daLSwvLzviPxULKtWS3NAa5PsOMWjvlrZjioNKU5v5\nhYTPQGU7NDTkVWfZw6+Xg0DnYDe+HuWc4Wc5jtDzxT0zK0N4b6BDQNjLQOE6jgvDq4HAqA33A+BH\nRYvFolfyPTExgSiKgg4J3zfgH+hxlZwA3Hri/QcGBvCSl7wEmUzGYVKiKHIHGvtt8X66N1j2zvEr\ndxfvwWuE5MCBA13Vo4r7IaeMPjuj1zbVqVQSocIMK5aqgPuGwHAFXKuuX1hYcIaxpu0zmQxWVlZc\nZRDnUcUWyOhnge4CClZNMX2dTqc9Q4Pv3BZC7OzsoFKpuIqlENZI79mLhkDJaClxPFgq+8KgIXiJ\nfSf4Ow2Hq1hv0l5LvXw7QdxU1pMihwn5JbjAtUJJ/2U6QA9IpXnXa4ckpBwYfbELN46fhYemYlYU\nmAi0F/fx48fd9eLAuDpPVCq2IoyYD/5ejTviZzhOYhk4t6oM2HIe6M2gyvHz3hQ1Vnid8fFx55Fo\nhCOU+6fnqfOkGJVms81qStK9yclJZLNZh8eanJx0SoJYJdsRmcY0yb30HRHwqPPOsWiFCj1lfYZ8\nPo9qtYpsNutSJhp9oZJgaofzs7Cw4L37lZUVTE5Oevsgrks45zQUfeglfDZds4oxU9H1w9RpqG0D\nU3NXX3210wO8j2KveFho2tYyGCvDrXKPMDXJ7zE9ZwnYeBDr83FPTE5OugiqGlpxzkmI7bperzt8\ni5JjKsGcshsDnTSTpshD881oOPWcRhDZHXpjY8PpP/ZAYlpFu0oDne7nCwsLPQ0fikbe1WCkEdfr\nYFOnVJ+dz6DX00OX9xsbG0MqlQoac3zPzWazq7Sd707bNyiDNdP/CgLnOtIxkXuJwkKD3YTnGg0k\nAI4I1tJdbG1tob+/32OGBtppsVQq1cV3k06ncd1112Fra8u1UpidnfUMQnWMlD+Nz7KwsODWB3Vi\npVLBoUOHMD8/j5mZGYyPj+P8+fOYnZ115Ivr6+t47LHHdn1+AEhFu5k8iSSSSCKJJJJIIs9xuXwQ\nSSKJJJJIIokkkshzTBKDJpFEEkkkkUQS2feSGDSJJJJIIokkksi+l8SgSSSRRBJJJJFE9r0kBk0i\niSSSSCKJJLLvJTFoEkkkkUQSSSSRfS/PWYPm5MmTeOMb34hbb70Vn/zkJ5/t4STyLMhNN92EO+64\nA3feeSfuvvtuAG1+i/e+97249dZb8eu//useV8S9996LW265BW9605vwrW9969kadiI/B/nwhz+M\n17zmNbj99tvd757JWvjRj36E22+/Hbfeeis++tGP/kKfIZH/ewmti7/6q7/CjTfeiLvuugt33XUX\nTp486f6WrIvnuUTPQWk2m9HNN98cnTlzJtre3o7uuOOO6NSpU8/2sBL5BctNN90UVSoV73cf//jH\no09+8pNRFEXRvffeG/3pn/5pFEVR9Pjjj0dvfetbo52dnWh+fj66+eabo1ar9QsfcyI/H3nooYei\nRx55JHrLW97ifvdM1sLdd98d/eAHP4iiKIp+4zd+Izp58uQv+EkS+b+U0Lr4y7/8y+hTn/pU12dP\nnTqVrIvnuTwnIzQPP/wwjhw5gtnZWWQyGdx222148MEHn+1hJfILlsgwCAPAgw8+iLvuugtAuz3E\nV77yFQDAV7/6Vbz5zW9Gf38/Dh48iCNHjuDhhx/+hY85kZ+PvOxlL3Oss5TLXQuLi4uoVquOGfvO\nO+9030lkf0poXQDhLtgPPvhgsi6e5/KcNGguXrzo9b6ZmprCwsLCsziiRJ4NSaVSeO9734u3ve1t\n+MxnPgOg3QiN/XrK5bKjBA+tmd26Syeyv2VlZeWy1sLFixe9jsfJGnn+yt///d/jrW99K+655x6X\nikzWxfNfnpMGTSKJAMA//uM/4vOf/zz++q//Gv/wD/+A7373u8EeP4kkAiRrIZG2/Mqv/AoefPBB\n/Ou//itKpRI+9rGPPdtDSuQXJM9Jg2Zqagrnzp1z/3/x4kVMTk4+iyNK5NkQvvPx8XHcfPPNePjh\nhzExMYGlpSUAwOLiouviOzU1hfPnz7vvXrhwwXVkT+T5KZe7FuzvL168mKyR56Foc9t3vOMdLvWc\nrIvnvzwnDZrrrrsOp0+fxtmzZ7G9vY0vfelLeMMb3vBsDyuRX6DUajXXgXprawvf+ta3cOzYMdx0\n00247777AACf//zn3bq46aabcP/992N7exvz8/M4ffq0y4kn8vwQi4u43LVQLpeRz+fx8MMPI4oi\nfOELX0j0yvNA7LrQTtH/8R//gWPHjgFI1sX/D/Kc7bZ98uRJfPSjH0UURbj77rvxvve979keUiK/\nQJmfn8dv/dZvIZVKodls4vbbb8f73vc+VCoV/O7v/q5rMf8Xf/EXDhR477334rOf/Sz6+/txzz33\n4IYbbniWnyKR/yv5wAc+gG9/+9uoVCoolUp4//vfj5tvvhm/8zu/c1lr4Yc//CE+9KEPoV6v48Yb\nb8Qf/MEfPJuPlcjPKKF18e1vfxuPPvoo+vr6MDs7iz/+4z92WKtkXTy/5Tlr0CSSSCKJJJJIIons\nVZ6TKadEEkkkkUQSSSSRy5HEoEkkkUQSSSSRRPa9JAZNIokkkkgiiSSy7yUxaBJJJJFEEkkkkX0v\niUGTSCKJJJJIIonse0kMmkQSSSSRRBJJZN9LYtAkkkgiiSSSSCL7XhKDJpFEEkkkkUQS2ffy/wAC\nef9UqzAZUAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b5f34af50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges = np.abs(skimage.filters.sobel_h(desert))\n",
    "from skimage.filters.rank import maximum\n",
    "from skimage.morphology import disk\n",
    "out = 255 - maximum(edges, disk(5))\n",
    "skimage.io.imshow(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3b5f1c1c50>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kXqZMC5QQm8zmyuhRGh16mZ4Mw47oGNEVH7D0jAaXLeknoXYzcxlS+x5xlmRH+pbRNaND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\npe0vLi4Ov4IogUaDfGNLfbUelPM2hibXIjRRYhtp/6BhrfnsmEoPZdP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mCx5//HF4+eWX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3b5f34a690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth = skimage.filters.rank.mean(desert, disk(2))\n",
    "edges = np.abs(skimage.filters.sobel_h(smooth))\n",
    "from skimage.filters.rank import maximum\n",
    "from skimage.morphology import disk\n",
    "out = 255 - maximum(edges, disk(5))\n",
    "skimage.io.imshow(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Benchmarking early models </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Validation Set RMSE = 8.02608564676\n"
     ]
    }
   ],
   "source": [
    "import datalab.bigquery as bq\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "def create_query(phase, EVERY_N):\n",
    "  \"\"\"\n",
    "  phase: 1=train 2=valid\n",
    "  \"\"\"\n",
    "  base_query = \"\"\"\n",
    "SELECT\n",
    "  DAYOFWEEK(pickup_datetime)*1.0 AS dayofweek,\n",
    "  HOUR(pickup_datetime)*1.0 AS hourofday,\n",
    "  pickup_longitude, pickup_latitude, \n",
    "  dropoff_longitude, dropoff_latitude,\n",
    "  passenger_count*1.0 AS passenger_count,\n",
    "  (tolls_amount + fare_amount) as fare_amount\n",
    "FROM\n",
    "  [nyc-tlc:yellow.trips]\n",
    "WHERE\n",
    "    trip_distance > 0\n",
    "    AND fare_amount >= 2.5\n",
    "    AND pickup_longitude > -78\n",
    "    AND pickup_longitude < -70\n",
    "    AND dropoff_longitude > -78\n",
    "    AND dropoff_longitude < -70\n",
    "    AND pickup_latitude > 37\n",
    "    AND pickup_latitude < 45\n",
    "    AND dropoff_latitude > 37\n",
    "    AND dropoff_latitude < 45\n",
    "    AND passenger_count > 0 \n",
    "  \"\"\"\n",
    "\n",
    "  if EVERY_N == None:\n",
    "    if phase < 2:\n",
    "      # training\n",
    "      query = \"{0} AND ABS(HASH(pickup_datetime)) % 4 < 2\".format(base_query)\n",
    "    else:\n",
    "      query = \"{0} AND ABS(HASH(pickup_datetime)) % 4 == {1}\".format(base_query, phase)\n",
    "  else:\n",
    "      query = \"{0} AND ABS(HASH(pickup_datetime)) % {1} == {2}\".format(base_query, EVERY_N, phase)\n",
    "    \n",
    "  return query\n",
    "\n",
    "def distance_between(lat1, lon1, lat2, lon2):\n",
    "  # haversine formula to compute distance \"as the crow flies\".  Taxis can't fly of course.\n",
    "  dist = np.degrees(np.arccos(np.sin(np.radians(lat1)) * np.sin(np.radians(lat2)) + np.cos(np.radians(lat1)) * np.cos(np.radians(lat2)) * np.cos(np.radians(lon2 - lon1)))) * 60 * 1.515 * 1.609344\n",
    "  return dist\n",
    "\n",
    "def estimate_distance(df):\n",
    "  return distance_between(df['pickup_latitude'], df['pickup_longitude'], df['dropoff_latitude'], df['dropoff_longitude'])\n",
    "\n",
    "def compute_rmse(actual, predicted):\n",
    "  return np.sqrt(np.mean((actual-predicted)**2))\n",
    "\n",
    "def print_rmse(df, rate, name):\n",
    "  print(\"{1} RMSE = {0}\".format(compute_rmse(df['fare_amount'], rate*estimate_distance(df)), name))\n",
    "\n",
    "query = create_query(2, 100000)\n",
    "df_valid = bq.Query(query).to_dataframe()\n",
    "print_rmse(df_valid, 2.56, 'Final Validation Set')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>Job \"trainer_task_161012_214213\" was submitted successfully.<br/>Run \"%mlalpha jobs --name trainer_task_161012_214213\" to view the status of the job.</p><p>Click <a href=\"https://console.developers.google.com/logs/viewer?project=cloud-training-demos&resource=ml.googleapis.com%2Fjob_id%2Ftrainer_task_161012_214213\" target=\"_blank\">here</a> to view cloud log. <br/>Start TensorBoard by running \"%tensorboard start --logdir=&lt;YourLogDir&gt;\".</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%mlalpha train --cloud\n",
    "package_uris:  gs://cloud-training-demos-ml/taxifare/source4b/taxifare.tar.gz\n",
    "python_module: trainer.task\n",
    "scale_tier: BASIC\n",
    "region: us-central1\n",
    "args:\n",
    "  train_data_paths: gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/features_train*\n",
    "  eval_data_paths: gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/features_eval*\n",
    "  metadata_path: gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/metadata.yaml\n",
    "  output_path: gs://cloud-training-demos-ml/taxifare/taxi_trained4b/eval\n",
    "  max_steps: 2500\n",
    "  hidden_layer1_size: 147\n",
    "  number_buckets: 19\n",
    "  learning_rate: 0.047\n",
    "  batch_size: 512"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>createTime: '2016-10-12T21:21:23Z'\n",
       "endTime: '2016-10-12T23:25:03Z'\n",
       "jobId: trainer_task_161012_212122\n",
       "startTime: '2016-10-12T21:21:33Z'\n",
       "state: SUCCEEDED\n",
       "trainingInput:\n",
       "  args: [--number_buckets, '19', --metadata_path, 'gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/metadata.yaml',\n",
       "    --batch_size, '512', --eval_data_paths, 'gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/features_eval*',\n",
       "    --hidden_layer1_size, '147', --output_path, /tmp/temporary, --train_data_paths,\n",
       "    'gs://cloud-training-demos-ml/taxifare/taxi_preproc4a/features_train*', --max_steps,\n",
       "    '2500', --learning_rate, '0.047']\n",
       "  packageUris: ['gs://cloud-training-demos-ml/taxifare/source4b/taxifare.tar.gz']\n",
       "  pythonModule: trainer.task\n",
       "  region: us-central1\n",
       "</pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%mlalpha jobs --name trainer_task_161012_212122"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fc38d738190>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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Xl1euP+f2GAAAFA6n3/NOTk7Wxo0bJUkpKSmOn68+BgAAhc9peFeuXNkxVWelSpWyTdtZ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\nAMBiCG8AACyG8AYAwGIIbwAALOb/ASSqdfVHEi0MAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc38d686f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.DataFrame({'Lab' : pd.Series(['1a', '2c', '3a', '4a', '4b', '4c']),\n",
    "              'Method' : pd.Series(['Heuristic', 'tf.learn', '+ Feature Eng', '+ Hyperparam', '+ 500m rows']),\n",
    "              'RMSE': pd.Series([8.026, 10.344, 6.38, 6.28, 3.86]) })\n",
    "\n",
    "ax = sns.barplot(data=df, x='Method', y='RMSE')\n",
    "ax.set_ylabel('RMSE (dollars)')\n",
    "ax.set_xlabel('CPB102 labs (methods)')\n",
    "plt.plot(np.linspace(-20,120,1000), [5]*1000, 'b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
